{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sweet_pepper porcupine willow_tree lawn_mower butterfly worm  orchid castle willow_tree castle spider telephone bicycle dinosaur dinosaur otter lizard crocodile bear  ray   can   mouse beaver mouse bear  sea   mountain clock skunk poppy hamster worm \n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9dfeb024-658e-4038-84ae-cf607e2047f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class HighwayNetwork(nn.Module):\n",
    "  def __init__(self, in_channel, in_shape, out_shape):\n",
    "    super(HighwayNetwork, self).__init__()\n",
    "    # 降维操作，将输入形状降低到一个较小的维度\n",
    "    self.dim_reduction = nn.Conv2d(in_channel, out_channels=1, kernel_size=1)\n",
    "    self.gate = nn.Sequential(*[\n",
    "      nn.Linear(in_shape, 1),\n",
    "      nn.Linear(1, out_shape)\n",
    "    ])\n",
    "    self.sigmoid = nn.Sigmoid()\n",
    "\n",
    "  def forward(self, origin_x, layer_out, down_sample_origin_x):\n",
    "    # 进行降维操作\n",
    "    origin_x_reduced = self.dim_reduction(origin_x)\n",
    "    origin_x_flat = origin_x_reduced.view(origin_x_reduced.size(0), -1)\n",
    "\n",
    "    # 计算门控函数\n",
    "    T = self.sigmoid(self.gate(origin_x_flat)).view(layer_out.size())\n",
    "\n",
    "    # 根据门控函数进行加权求和\n",
    "    H = layer_out * T + down_sample_origin_x * (1 - T)\n",
    "    return H"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "      \n",
    "    self.highway = None\n",
    "\n",
    "  def forward(self, x):\n",
    "    origin_x = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    layer_out = self.bn2(x)\n",
    "    down_sample_orgin_x = origin_x\n",
    "    if self.downsample != None:\n",
    "      down_sample_orgin_x = self.downsample(origin_x)\n",
    "      \n",
    "    if self.highway == None:\n",
    "      in_b, inc, inw, inh = origin_x.shape\n",
    "      out_b, outc, outw, outh = layer_out.shape\n",
    "      #self.highway = HighwayNetwork(origin_x_flat.shape[-1], layer_out_flat.shape[-1]).to(device)\n",
    "      self.highway = HighwayNetwork(\n",
    "          origin_x.shape[1], inw * inh ,outc * outw * outh\n",
    "          ).to(device)\n",
    "    x = self.highway(origin_x, layer_out, down_sample_orgin_x)\n",
    "    #我们知道残差网络实际上就是T恒为0.5的情况。\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.3188,train_acc:4.5180,train_top5_acc:16.5620,test_loss:4.0748,test_acc:9.0200,test_top5_acc:25.9000\n",
      "epoch:1,train_loss:3.7057,train_acc:13.4400,train_top5_acc:36.6920,test_loss:3.4096,test_acc:18.5000,test_top5_acc:44.4000\n",
      "epoch:2,train_loss:3.1447,train_acc:23.0020,train_top5_acc:51.6980,test_loss:2.8534,test_acc:28.0700,test_top5_acc:58.4800\n",
      "epoch:3,train_loss:2.6353,train_acc:32.8720,train_top5_acc:63.8100,test_loss:2.6382,test_acc:33.6600,test_top5_acc:63.9400\n",
      "epoch:4,train_loss:2.3023,train_acc:39.7040,train_top5_acc:71.3860,test_loss:2.6382,test_acc:34.1100,test_top5_acc:65.9900\n",
      "epoch:5,train_loss:2.0750,train_acc:44.6080,train_top5_acc:76.0060,test_loss:2.1489,test_acc:43.1500,test_top5_acc:73.9200\n",
      "epoch:6,train_loss:1.9129,train_acc:48.4120,train_top5_acc:78.8520,test_loss:1.8419,test_acc:50.0900,test_top5_acc:79.6700\n",
      "epoch:7,train_loss:1.7861,train_acc:51.0580,train_top5_acc:81.2080,test_loss:1.8720,test_acc:50.4100,test_top5_acc:79.1400\n",
      "epoch:8,train_loss:1.6973,train_acc:52.9900,train_top5_acc:82.7240,test_loss:1.7180,test_acc:52.8800,test_top5_acc:81.7000\n",
      "epoch:9,train_loss:1.6133,train_acc:55.4520,train_top5_acc:84.0780,test_loss:1.8043,test_acc:51.7100,test_top5_acc:80.7800\n",
      "epoch:10,train_loss:1.5482,train_acc:56.5800,train_top5_acc:85.1500,test_loss:1.5968,test_acc:56.2800,test_top5_acc:84.2800\n",
      "epoch:11,train_loss:1.4907,train_acc:58.1480,train_top5_acc:86.0860,test_loss:1.7537,test_acc:53.2400,test_top5_acc:81.9100\n",
      "epoch:12,train_loss:1.4413,train_acc:59.6700,train_top5_acc:86.7900,test_loss:1.6325,test_acc:56.0600,test_top5_acc:83.7800\n",
      "epoch:13,train_loss:1.3842,train_acc:60.8280,train_top5_acc:87.6580,test_loss:1.5112,test_acc:58.6900,test_top5_acc:85.2300\n",
      "epoch:14,train_loss:1.3519,train_acc:61.6140,train_top5_acc:88.2880,test_loss:1.4897,test_acc:58.3600,test_top5_acc:85.7600\n",
      "epoch:15,train_loss:1.3294,train_acc:62.0600,train_top5_acc:88.5860,test_loss:1.6429,test_acc:55.4200,test_top5_acc:83.6000\n",
      "epoch:16,train_loss:1.2850,train_acc:63.2400,train_top5_acc:89.1260,test_loss:1.4718,test_acc:59.4800,test_top5_acc:85.9300\n",
      "epoch:17,train_loss:1.2619,train_acc:63.9860,train_top5_acc:89.5600,test_loss:1.6065,test_acc:57.4400,test_top5_acc:85.1000\n",
      "epoch:18,train_loss:1.2331,train_acc:64.5900,train_top5_acc:89.8360,test_loss:1.5312,test_acc:58.9200,test_top5_acc:85.2600\n",
      "epoch:19,train_loss:1.2053,train_acc:65.6760,train_top5_acc:90.3320,test_loss:1.4377,test_acc:61.3800,test_top5_acc:87.1300\n",
      "epoch:20,train_loss:1.1897,train_acc:65.9040,train_top5_acc:90.6460,test_loss:1.5199,test_acc:60.2600,test_top5_acc:85.3900\n",
      "epoch:21,train_loss:1.1632,train_acc:66.3100,train_top5_acc:90.9160,test_loss:1.4734,test_acc:60.3700,test_top5_acc:86.4300\n",
      "epoch:22,train_loss:1.1409,train_acc:67.1820,train_top5_acc:91.1600,test_loss:1.4716,test_acc:60.6700,test_top5_acc:86.8700\n",
      "epoch:23,train_loss:1.1338,train_acc:67.1900,train_top5_acc:91.3700,test_loss:1.6121,test_acc:58.5600,test_top5_acc:85.2800\n",
      "epoch:24,train_loss:1.1091,train_acc:68.0080,train_top5_acc:91.6760,test_loss:1.4514,test_acc:61.4200,test_top5_acc:87.2200\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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7rI0aEjhkKIHDh+HTtWudCM1PpgC9mo3oEsmb83ayYt9R4jMLiAqu2Q3/RURERETEvQYOHIjrT71R7733Xu69994zHhcZGcn8+fPP6bkWL158ruWJiJTLVVREydGjlKSmUZKehiMtjZK0NErS0ilJM+87Cwrw69+f4FEj8axlH9KVpKeTOWMGmd9Mp/jw4VMHGAYeERFmmH781sz8aYuJwVKLvtXjLCoib9kycuYvIHfRIhwnzTa2BAURcOmlBAy5HL9+/Sr9vDxCQwkeNZLgUSNx2u3kr1pVOju9JCmJ3IWLyF24CAwDn86dS2ene7ZsWW67EJfLRUlKihmSHwvL7bt2Yt+3HxyOUwuwWPBs1gzvNq3xuqg1Xm1a4926NR4RETWmHYnFywu/vn3x69sXHn+M4uQU8pYuLb05MjPJXbSI3EWLALA1bYJ/P7N3ul+vnlj8Tv/tgNJvGfz8M9nz5pf5wMQaGkrAkMsJHH4Fvt27YVjr7toxCtCrWXSIL71iQ1m5/yiz1sdz/6CW7i5JREREREREROSsXA4HjqNHywThJWmpOI7/np5u3k9NKxOynknh1q2kf/QRPl27EnztKAKGDcPq71/FZ3J+XC4X+atXkznta7IXLIDiYsDsXR0wdAiugkKKDh6k6OBBnDk5lCQmUpKYSP6KFWUfyGLB1rhx2VD9eMgeHV3p7TbOh7OwkNzffzdD819/xZmbW7rPGhpKwODBBAwZgl+vntVWr8XLC/+LL8b/4otxPfss9u3byfnlV3J//ZXCrVsp2LCBgg0bSP33v7FFR+N/6SD8+vbFkX6Uwp0n+pWfPHP6ZNagILzatMGr9UXHZpe3watli1r3TQJbeBjB144i+NpRuJxOCrduI2+p2e6lYMNGig8eIuPgFDKmTAGbDd+4OPz698e/fz+82rQBoGDDBnOm+bx5lKSmlj62NSiIgCFDCBw+DN+ePat0pn1NUj/Osoa5tmsUK/cfZeb6eO4b2KLGfGIlIiIiUpsEBQUxZ84c5syZc8q+oUOHkpmZSffu3cs91mKxEB0dzaOPPlru/qeffhofHx+2bNlS7mN07NjxwoqXOuVs70WA4ODgM74fa6vK+HPUtm3b0742Pufx9X8ROX9mb+UD5K9eTdGhg8dmjR8PytPMdhZOZ8Uf0MMDj9BQPBo2xNqoIR4NGuLR8PitAa6SErLmzCHvj6UUrFtHwbp1JL38CgFDLid41Ch8e/WqEa0gHFlZZH3/PRnTvqZo377S7d6dOhFyww0EXjG8TLsSl8uFIyODogMHjwXqB0qD9eIDB3Hm51McH09xfDx5y5aVfTKrFVtUVPkz1yMjywSWLqcTV1HRKTdnURGuouKTttn/tK/8/cf3OdLTyV26DFd+fulzeTRqRMCQIQQMGVIjZhsbhoF3u3Z4t2tHo7/fT3FyMrm/Libn11/IX76C4iNHyPjfF2T874tTD7Za8YxthnfrNni1bo1364vwatMGj7CwOpfRGRYLPh074NOxAw3/9jccubnkr1hB7h9/kPfHUoqPHCF/1SryV60i9e23sTZogOHhUaafvSUwkIDBgwkcPhy/3r1qxAc81c1w/fm7gHVcdnY2QUFBZGVlEXjSqr/VWkNhMT1eXoi9xMnsv/enY3SQW+oQERERKSwsZP/+/cTGxuJdy2bX1ERnej1rwnVoTXGm10LvSTkbvUdEKo/L5aL44EHyVq0if6UZop0827RchoG1QQM8GjQoDcOtDRvg0bARHg1P3tbQ7AVdgQC8ODmZrB9+IGvmrDIBtUdkY4JHjiRo5Eg8mzS50NM9Jy6Xi8JNm8iY9jXZc+fistsBMHx9CbrqKoJvGINP+/bn9biOtLTSQP1EyH6QokOHcBUUnP5gmw2rn58ZdhcXl86AryoekY0JHDKUgCFD8OlSexaDdObnmy1nfvmVgnXr8IiIKNuvvGXLKl18tLY4/uc/d+lS8v5YSt7KlaUfmlj8/Qm47DIChg/Dv29fjFrUcuhMzvd6XDPQ3SDQ28bgduH8uCmRGeuPKEAXERERERERkSrncrnMGacrV5aG5ifPNAUwPD3x6dIF77Zt8GjUCGvDYzPHGx0LxkNCKn32sS08nIZ33UWDO++kcNMmMmfMJHvuXEoSEkn7YCJpH0zEt3t3gkaNImDoUKz+p+/ZfKEcuXlkz5lNxtffYN++vXS7V+vWhNw4lsCrrrqgFjOGYeDRqBEejRrh+6dv3xzvz22G6ifNWj94kKJDh3HZ7adtPwJg2GwYnp4YXl7mT09PDE9zm8XmeWJb6f5j+zw9MWwn9ll8fPDt2RPvDu1r5Yxsi6+v2WJm8GB3l1KjGYaBZ7NmhDZrRuhNN+EqKiJ/wwZc9iJ8e/bQhwwnUYDuJtfGRfHjpkRmb0zgH1e0xcNaOz7FExEREREREZHao+hIvNmiYeVK8lavoiQhscx+w2bDp3NnfHv2xLdXL3y6dHZbcGYcWwjSp3Nnwp96kpxFi8iaMZO8ZcvIX7OG/DVrSHrlFQKHDCFo1Ch8e3SvtFnRhdu3m7PNZ8/GeWwWruHlReDw4YSMvQHvzp2rPEw2DANbeDi28HD8evUss8/ldFKSlIQzL6+ckNzTDM9rYdgtNYfh6Ylfz55nH1gPKUB3k0suakQDP0/Scov4fXcag9qEubskERERERERkTrHabdj370H77Zt3N63uToUJyaSt3Il+atWk79yJcXx8WUHeHjg06kTvr164tezJz5dupTp311TWLy9CbrySoKuvJLipCSyvv+BrJkzKTpwgKxZs8iaNQtbdDRBI0cSNHIEntHR5/wczoICsn/6mYyvp1G4cVPpds/YWELG3kDQiBFYg4Mr8azOn2GxYIuMdHcZIvWSAnQ3sVktXN05ksnLDjBjfbwCdBEREREREZFKlrtkCUkvvUzxkSPYIiMJvuEGgq8bjUeDBu4urdIUJ6eQv2plaWhefOhQ2QFWKz4dOuDbqxe+vXriGxeHxdfXPcWeJ1tEBA3vuZsGd99FwfoNZM00W7wUHzlC2nvvkfbee/j27EnQtaMIHDLkrOdn37uXjK+/JmvW9zizs489iY3AywcTfMNYfHv20GxuESmlAN2NRsVFMXnZAeZvTSK7sJhA7/q3iq2IiIiIiIhIZStOSCD5tdfIWbCwzLbUf/+b1PfeI3DIEEL+ciM+XbvWuqC0JDX1xKKfK1dSdPBg2QEWC94dOuDXs4fZkiWua5X2DK9OhmHg2zUO365xhD/9FDkLF5I1cyZ5y1eYbWpWrSL5xZcIGDaM4FEj8enevfS/r7OoiJz5C8j8+mvyV68ufUxbdDTBN4wh+Npr69QHKyJSeRSgu1Gn6CBaNPJjb2oeP29OYkyPGHeXJCIiIiIiIlJruYqLOfr556S+/wGuggLw8CD01ltocMcd5C75jYypUynctInsH38k+8cf8broInNhyKuvqdEhc9GBA2TPX0DO/PkUbtlSdqfFgnfbtuYM85498O3e/YIWuawtLD4+BF19NUFXX01xQgJZ339P5sxZFB86RNaMGWTNmIEtJoagUSNx5eeT+d0MHBkZxw624H/pIEJuGItfv76V1kddROomBehuZBgG13aN5s15O5mx/ogCdBEREREREZHzlL96NYkvvEDRnr0A+HTrRsRzz+J90UUABI8aSfCokRRs2UrGtKlkz/kR+65dJL3wIilvjido5AiCx44tHe9u9j17yJ43j5z5C7Dv3Hlih2Hg1aYNfscW/fTt3g1rYKD7Cq0BbJGRNLz3Xhr87W8UrFtH5syZ5Mz9ieLDh0n7z7ul4zzCwwm+/nqCrxuNLSLCjRWLSG2iAN3NRnSJ5M15O1mx7yjxmQVEBde8hTtEREREaqIlS5Zwzz334O3tXWa70+lkwIABrFq1Crvdfspxubm5bN26lXfeeYcvvvgCD4+yl8RFRUX84x//oHfv3gwfPhzfcvqoxsbGMnPmzMo9Iam1zvZefPfdd+nVq9cZ349eXl5ltjdr1oyDf27LcJJbb72VyZMnV0r9J3vggQdYunQpW7ZsoW3btmzYsOGM4994440L/nM0atQo9u/ff8r+/Px8fvrpJ1q0aHFB5yR1X0laGilvjifr++8BsIaGEvbYYwSNHFFuexafDu3xefllwh97jKzvvydjylSKDhwgY8pUMqZMxbd7d4JvHEvg5ZdjeHpW23m4XC7sO3aQPX8+OfPmU7Rv34mdVit+vXoRMGQIAYMvw6Nhw2qrqzYxDAPfbt3w7dYN59NPk7NgAVk//ojhYSN49LX4DxiA4aEoTETOjf7WcLPoEF96xYaycv9RZq2P5/5BLd1dkoiIiEitUFBQwNixY3n++efLbD9w4ABPPvkkhmGUG/4NHDgQl8tFRkYG7733HgMHDiyzf/LkyeTk5FBcXEzfvn3LDSl79+5deScitd7Z3ovAWd+Pf7Z69WocDgcAy5YtY/To0ezcuZPAY7NMfXyqbuLN7bffzsqVK9m0adNZx1bGn6PExMRyX5vbbruN4uLi8zkFqSdcDgeZ33xDyr/fMReCNAyCbxhD2EMPYQ0OPuvx1qAgQm+5hZC//pX8FSvImDqNnEWLyF+zhvw1a0hu0IDg668jZMwYbJGRVXMOLheFmzeTM38+2fMXlF0A1GbDv29fAoYMwf/SQXiEhFRJDXWVxdeXoBEjCBoxwt2liEgtpwC9Bri2axQr9x9l5vp47hvYotYtYCIiIiIiIpWrUaNGpb+HhoYCEBYWRvCxUHDixImMHz+ew4cPExsbyz//+U/++te/lh5jGAYffPABP/zwA4sXL6Zx48b861//4rrrrjvj8/7nP/8BIDU1tUIBuoi7FGzeQtILL5T2A/du146I55/Dp1Onc34swzDw69MHvz59KE5OJvOb6WROn05JSgrpH35E+sef4D9wICE33lgp/bJdTicFGzaQM28e2QsWUJKQeKIWLy/8L7nYDM0HDsQaEHBBzyUiIhdOAXoNMLxjY579fit7UnLZEp9Nx+ggd5ckIiIi9ZnLBcX57nlumy9oMoGcTO/HU8ycOZMHH3yQd955h8GDBzNnzhzGjRtHdHQ0gwYNKh33zDPP8PrrrzNhwgS++OILxo4dy+bNm2nbtq0bqxe5MI7sbFLfeYeMqdPA5cLi70+j//cQIWPHYlitF/z4tvBwGv3f32n4t3vI+eVXMqZOJX/FCnJ/+YXcX37B1qQJITfcQNC1o85pRrirpIT8NWvJmT+fnAULKElNLd1n+PriP+ASAocOxf/ii7H41dzFTEVE6iMF6DVAoLeNwe3C+XFTIjPWH1GALiIiIu5VnA+vVs1X1c/q6QTwVHAgJ9H78RTjx4/ntttu47777gPg4YcfZsWKFYwfP75MgH799ddz5513AvDSSy+xYMEC3n33XT744AO31C1yIVwuF9k//EDyv97EkZ4OQOA1VxP+2GN4nPSNjcpi2GwEDh1C4NAh2PftI2PaNLJmzqL40CFS3nyT1AkTCLziCkJuHIt3p07lfpPcVVxM3oqVZmi+cCGOjIzSfZaAAPwHDSRw6FD8+vXD8qc1FEREpOZQgF5DXBsXxY+bEpm9MYF/XNEWD+uFfSVMRERERETqpu3bt3P33XeX2davXz8mTJhQZlufPn1OuX+81/jw4cP5/fffAWjatClbt26tuoJFLpB9zx6SXniR/NWrAfBs3pyIZ5/Fr3evanl+r+bNiXj6acIeeojsuXM5OmUK9m3byZo1i6xZs/Bu146Qv9xI4JVXgsVC3tJlZmj+6684s7JKH8caFIT/4MvM0Lx372pdoFRERM6fAvQa4pKLGtHAz5O03CJ+353GoDZh7i5JRERE6iubrznz1l3PLXIyvR+rxKeffkpBQQEANpvNzdWIlM+Zn0/axImkT5oMJSUY3t40vO8+Gtx2q1vCZ4uvL8HXXUfQ6NEUbtpExtRpZM+dS+G2bST+8xmS3/gXOJ048/JKj7E2bEjA4MsIHDIE3x49MPTnTUSk1lGAXkPYrBau7hzJ5GUHmLE+XgG6iIiIuI9h1Mi2FVJP6f14irZt27J06VJuvfXW0m1Lly6lXbt2ZcatWLGCW265pcz9uLg4AKKioqqnWKmVSlJTOTplCgVr12GLjMSzRXO8WrTEq0VzbNHRldJr/ExcLhe5ixaR9MqrlCSaC2z6X3YZEU8/ha0GvHcNw8Cnc2d8Oncm7InHyZoxk4yvv6b40CEAPMLDCRgyhMAhl+PTtWuVv14iIlK1FKDXIKPiopi87ADztyaRU1hMgLc+mRYRERERkbIee+wxxowZQ1xcHIMHD2b27NnMmDGDhQsXlhk3ffp0unfvTv/+/fnqq69YtWoVn3322Rkfe8+ePeTm5pKUlERBQUFpy5d27drhqXYTdV7hzp0cnfw52XPm4CouLneM4emJZ7NmZqjevAVeLZrj2aIFns2aYfHyuuAaig4fJvnlV8hdsgQAW1QU4f/4BwGXDjrLke7hERJCgztuJ3TcbRSsX49hs+HdoQOGRW1ZRUTqCgXoNUin6CCaN/JjX2oeP21JYkz3GHeXJCIiIiIiNczIkSOZMGEC48eP58EHHyQ2NpZJkyYxcODAMuNeeOEFpk2bxn333Ufjxo2ZOnXqKbPU/+zOO+9kybHgEiidsb5//36aNWtW2aciNYDL5SLvjz84OmkSecuWl273iYsjaMQISo6mU7R3H/a9eynavx+X3Y591y7su3aRc/IDWSzYoqPxat78lHDdGhBw1jqcRUUc/ewz0j78CJfdDjYbDe64nYb33IPFx6fyT7ySGRYLvt26ubsMERGpAgrQq0uJHfb+AvnpEHdzuUMMw+DauCjGz9/FzHXxCtBFRERERISBAwficrnKbLv33nu59957z3hcZGQk8+fPP6fnWrx48bmWJ7WU024n64cfOPr55xTt2WtutFgIGDqEBrfeik+XLqcc43I4KE5IMMP0vfuw7zv+cx/O7GyKDx0y25j86X3k0agRni1anAjXj7WDsTZsiGEY5C1bRtKLL1F04AAAvn16E/HMs3g1j63aF0FERKQCFKBXl0MrYOpY8AmFTjeAtfz2LCO6mAH6iv3pJGQWEBlc8z9pFxEREZG6weFw8Pzzz/Pll1+SlJREZGQkt912G//85z8xDAMwZ6s+99xzfPLJJ2RmZtKvXz8mTpxIq1at3Fy9iFRESXo6GVOmkjF1Ko6jRwGw+PkRfP31hNx8M57Rp+8xbliteMbE4BkTAyd948HlcuFIS8NeJlQ3f5akpFCSmkpJair5K1aUeTxLYCC2iAjsu3YBYG3UkPAnnyTwiitK/84RERFxNwXo1aVpP/BrBHmpsP83aHlZucNiQn3pGRvKqv1HmbUhnvsGtqzmQkVERERqh6CgIObMmcOcOXNO2Td06FAyMzPp3r17ucdaLBaio6N59NFHy93/9NNP4+Pjw5YtW8p9jI4dO15Y8TXUG2+8wcSJE/n8889p3749a9asYdy4cQQFBfHAAw8A8K9//Yv//Oc/fP7558TGxvLMM88wdOhQtm3bhre3t5vPwD3O9l4ECA4OPuP7sbaqjD9Hbdu2Pe1r41MLWnfUFvY9ezj6+edkff8DrqIiADwiGxP611sIvm50hdqsnI5hGHg0aoRHo0b49e5VZp8jJ4eiffuw791H0b69Zsi+dy/FR47gzM7Gnp0NFgshN99Eo//7vwuqQ0REpCoYrj9/F7COy87OJigoiKysLAIDA6v3yec8DGs+g7i/woj3Tjts2qpDPDljM63C/Jn//y7RJ+8iIiJSZQoLC9m/fz+xsbH1NvysTGd6Pd16HVpBV111FeHh4WUWmhw9ejQ+Pj58+eWXuFwuIiMjeeSRR0pD06ysLMLDw5k8eTJjx46t0POc6bXQe1LORu+RinO5XOQvX076pMnk/f576XbvTp1oMO42Ai6/HMPDPfPqnHY7RQcOUHTgIF6tWuLVvLlb6hARkfrjfK/Ha+9Uh9qo/Ujz54454Ch/RXOA4R0b4+lhYXdKLlsTsqunNhERERGp9/r27cuiRYvYdaydwsaNG/njjz8YPnw4YC4kmZSUxODBg0uPCQoKolevXixfvrzcxxSR6ucsKiJzxkz2jxjJodvvMMNzwyDg8stpOmUKzb6eRuDw4W4LzwEsXl54t25N4NAhCs9FRKRGUwuX6lSmjcsSaDm43GFBPjYubxvOj5sTmbEung5RQdVcqIiIiIjUR08++STZ2dm0adMGq9WKw+HglVde4aabbgIgKSkJgPDw8DLHhYeHl+4rj91ux263l97PztYkEZGqUJKRQea0aRz9agqOtDQADF9fgkePJvSvN+PZpImbKxQREal9aswM9Ndffx3DMHjooYfOOG769Om0adMGb29vOnbsyNy5c6unwMpgsUK7EebvW2eeceioOHPhlh82JlDicFZ1ZSIiIlLPOZ263qgMtf11/Oabb/jqq6+YMmUK69at4/PPP2f8+PF8/vnnF/S4r732GkFBQaW3mJiYSqpYpGbJ/uknDt15F0ce+n8kvfwKaR9+SOa335KzeDEFm7dQnJRU2n+8Mtn37Sfx+efZM+hSUif8B0daGh4REYQ99iitFv9KxD+eVnguIiJynmrEDPTVq1fz0Ucf0alTpzOOW7ZsGTfeeCOvvfYaV111FVOmTGHkyJGsW7eODh06VFO1F6j9KFj9KWyfA1e9A1ZbucMGtG5EqJ8nabl2ft+TxqDWYdVbp4iIiNQLnp6eWCwWEhISaNSoEZ6enlp/5Ty4XC6KiopITU3FYrHg6enp7pLOy2OPPcaTTz5Z2su8Y8eOHDx4kNdee41bb72ViIgIAJKTk2ncuHHpccnJyXTp0uW0j/vUU0/x8MMPl97Pzs5WiC51Tsb06SQ982yFxlqDgrA2aohHg4Z4NDRv1oYN8GjY6Nj9Bua20FAMq7Xcx3C5XOSvXMXRyZPJXby4dLt3u3aEjhtH4LChGLby/70pIiIiFef2AD03N5ebbrqJTz75hJdffvmMYydMmMCwYcN47LHHAHjppZdYsGAB7733Hh9++GF1lHvhmvQBvzDIS4F9S6BV+W1cbFYLV3dqzOfLDzJzXbwCdBEREakSFouF2NhYEhMTSUhIcHc5tZ6vry9NmjTBYqkxX/Q8J/n5+afUbrVaS2fWx8bGEhERwaJFi0oD8+zsbFauXMm999572sf18vLCy8uryuoWcbeTw/Og0dfi3boNJWlp5i09DUdqGiXp6ZSkp0NJCY6sLBxZWRTt2XvmB7ZYsIaElIbsHg0bYG3YEGtAINnz52Hftt0cZxj4X3opDW67FZ/u3fVBqIiISCVye4B+//33c+WVVzJ48OCzBujLly8vM3MFYOjQocyaNeu0x9S4fovH27is/sRs43KaAB1gVNdoPl9+kPnbksi1l+Dv5fb/XCIiIlIHeXp60qRJE0pKSnA4HO4up9ayWq14eHjU6uDq6quv5pVXXqFJkya0b9+e9evX8/bbb3P77bcDlLZcfPnll2nVqhWxsbE888wzREZGMnLkSPcWL+Immd9+Wxqeh/z1r4Q//dRp/x5wOZ1meH48XE9LoyQtnZK0VBxp6SeF7uk40tPB6cRx7Hf7zp2nPJ7h7U3wtaMIveUWPJs1q8rTFBERqbfcmshOmzaNdevWsXr16gqNT0pKOucFi1577TVeeOGFC6qz0rUfZQboO2ZDyb/Bo/yv+HaODqJ5Qz/2peXx0+ZEru+ur7mKiIhI1TAMA5vNhk1f96/X3n33XZ555hnuu+8+UlJSiIyM5J577uHZZ0+0pXj88cfJy8vj7rvvJjMzk/79+/Pzzz/j7e3txspF3CPz229J/OczwNnDcwDDYsEjJASPkBC8WrU642O7HA4cGRlmoJ56bCb78cD9aDperVoRcv31WIODK/OURERE5E/cFqAfPnyYBx98kAULFlTpxXaN7LfYpDf4R0BuEuxbDBcNKXeYYRiMiovirQW7mLk+XgG6iIiIiFSpgIAA3nnnHd55553TjjEMgxdffJEXX3yx+gqr4ZYsWcI999xzyr9rnE4nAwYM4N1336VXr15lvhl7XG5uLlu3bj2lxU2zZs04ePDgaZ/z1ltvZfLkyZVS/8nKC3+nTp1a2hf/z/7v//6PJUuWnNL6p7CwkI8++gig0l+bmiLzu+9IPD7z/OabzxqenyvDai1t3UKbSntYEREROUduC9DXrl1LSkoKXbt2Ld3mcDj47bffeO+997Db7Vj/tFhKREQEycnJZbYlJyeXLmZUnhrZb9FihXbXwKqPYdus0wboACOPBejL96WTmFVA4yCf6qtTRERERETOqqCggLFjx/L888+X2X7gwAGefPJJwAymN2zYcMqxAwcOxOVynbJ99erVpS2Vli1bxujRo9m5cyeBgYEA+PhU3b8LJk2axLBhw0rvB59hhnNqaio//PADzf7UPuT555+noKAAoNJfm5og87vvzJnnLpcZnv/j6VrdvklEREROz22rG1122WVs3ryZDRs2lN66d+/OTTfdxIYNG04JzwH69OnDokWLymxbsGABffr0qa6yK0/7UebP7XOgpOi0w2JCfenZLBSXC2at18JeIiIiIiL1QaNGjYiIiCAiIoLQ0FAAwsLCSrdNmTKFFi1a4OnpSevWrfniiy/KHG8YBhMnTmT48OH4+PjQvHlzvv322wo9d3BwcOnzREREqD3Pnyg8FxERqV/cFqAHBATQoUOHMjc/Pz8aNGhAhw4dALjlllt46qmnSo958MEH+fnnn3nrrbfYsWMHzz//PGvWrOHvf/+7u07j/MUca+Niz4J9v55x6KiuUQDMXH+kxs7AEBERERGpCi6Xi/zifLfcauq198yZM3nwwQd55JFH2LJlC/fccw/jxo3j11/L/rvimWeeYfTo0WzcuJGbbrqJsWPHsn379rM+/v3330/Dhg3p2bMn//3vf2vs6+AOZcLzm25SeC4iIlIPuHUR0bM5dOhQmV56ffv2ZcqUKfzzn//k6aefplWrVsyaNas0cK9VLBZoPxJWfghbZ8JFQ0879IqOjXnuh63sSs5la0I2HaKCqq9OERERERE3KigpoNeUXm557pV/WYmvzdctz30m48eP57bbbuO+++4D4OGHH2bFihWMHz+eQYMGlY67/vrrufPOOwF46aWXWLBgAe+++y4ffPDBaR/7xRdf5NJLL8XX15f58+dz3333kZubywMPPFC1J1ULZH43o2x4/s9/KDwXERGpB2pUgL548eIz3gfzIvD666+vnoKqWruRZoC+Yy6U2MGj/F7tQT42BrcNY+7mJGauj1eALiIiIiJSj23fvp277767zLZ+/foxYcKEMtv+3OqyT58+pb3Ghw8fzu+//w5A06ZN2bp1K2DOWj8uLi6OvLw83nzzzXofoJvh+T/N8Pwvf1F4LiIiUo/UqAC93onpBQGNIScR9v4KrYedduiouGjmbk7i+w0JPDW8DR5Wt3XfERERERGpNj4ePqz8y0q3PXdd9emnn5Yu8mmz2U47rlevXrz00kvY7Xa8vMqf8FPXZc6YWTY8f+afCs9FRETqEQXo7mSxHJuFPtFs43KGAH3ARY0I8bWRlmvnjz1pDGwdVn11ioiIiIi4iWEYNbKNiju1bduWpUuXcuutt5ZuW7p0Ke3atSszbsWKFdxyyy1l7sfFxQEQFRVVoefasGEDISEh9Ts8/8c/FJ6LiIjUYwrQ3a39KDNA33nmNi6eHhau7hzJ/5YfZOb6eAXoIiIiIiL11GOPPcaYMWOIi4tj8ODBzJ49mxkzZrBw4cIy46ZPn0737t3p378/X331FatWreKzzz477ePOnj2b5ORkevfujbe3NwsWLODVV1/l0UcfrepTqpEyZ846KTy/UeG5iIhIPaU+IO4W3QMCIsGeDXt/OePQUXHmLJF5W5PItZdUR3UiIiIiIlLDjBw5kgkTJjB+/Hjat2/PRx99xKRJkxg4cGCZcS+88ALTpk2jU6dO/O9//2Pq1KmnzFI/mc1m4/3336dPnz506dKFjz76iLfffpvnnnuuis+o5smcOYvEp58+KTx/RuG5iIhIPaUZ6O5msUD7kbDig2NtXIafdmiXmGBiG/qxPy2Pn7ckcV236OqrU0RERERE3GLgwIG4XK4y2+69917uvffeMx4XGRnJ/PnzK/w8w4YNY9iw07eVrC9ODs+Dbxyr8FxERKSe0wz0mqD9KPPnjrlQXHjaYYZhlM5Cn7n+SHVUJiIiIiIiUm9kziobnkc8+6zCcxERkXpOM9BrgqjuEBgN2Udg7yJoc+Vph46Ki+LtBbtYtjedxKwCGgf5VGOhIiIiIiLyZ0FBQcyZM4c5c+acsm/o0KEABAcH071793KPt1hq77ymFi1acN1115W77/i515bXJnPWLBKfUnguIiIiZRmuP38XsI7Lzs4mKCiIrKwsAgMD3V3OCT8/DSveh47Xw+hPzzj0+g+XsfpABk8Ob8PfBrSopgJFRERE5ELU2OtQNzjTa1FYWMj+/fuJjY3F29vbTRVKTVYV75Gs778n4cmnToTnzzyDUYs/2BAREZFTne/1uK4IaorjbVx2/gTFBWccOirO7H0+c138Kb0QRUREREREpOLKhOdjb1B4LiIiImXoqqCmiO4OQTFQlAt7Fp1x6JUdG+NptbAzOYdtidnVVKCIiIiIiEjdkvXDD2XD82efVXguIiIiZejKoKYwDGg3wvx968wzDg3ytXFZ2zDAnIUuIiIiIiIi5ybrhx9IeOJJheciIiJyRro6qEnOqY1LFADfb0ygxOGs6spERERERETqjDIzz29QeC4iIiKnpyuEmiSqm9nGpTgP9iw849CBrcMI8bWRmmNn6d70aipQRERERESkdsuaPdsMz51OMzx/TuG5iIiInJ6uEmoSw4D2I83fz9LGxdPDwlWdIgGYue5IFRcmIiIiIiJS+2XNnm22bXE6CR4zRuG5iIiInJWuFGqa0jYuP0NR/hmHXtvVbOMyb2syefaSqq5MRERERESk1jolPH/+OYXnIiIiclYe7i5A/iSyKwQ3gcxDsGfBiYVFy9ElJpjYhn7sT8vj5y1JjO4WXY2FioiIiIgIwJIlS7jnnnvw9vYus93pdDJgwADeffddevXqhd1uP+XY3Nxctm7dipeXV5ntzZo14+DBg6d9zltvvZXJkydXSv0nMwzjlG1Tp05l7Nix5Y7/v//7P5YsWYLlT0F0YWEhH330EUClvzbnI2/FSoXnIiIicl4UoNc0hgHtRsKy/8DWWWcM0A3DYFRcFG8v2MXM9fEK0EVERERE3KCgoICxY8fy/PPPl9l+4MABnnzyScC8dt+wYcMpxw4cOBCXy3XK9tWrV+NwOABYtmwZo0ePZufOnQQGBgLg4+NTuSdxkkmTJjFs2LDS+8HBwacdm5qayg8//ECzZs3KbH/++ecpKCgAqPTX5lyVZGSQ8Pjj4HQSNOIaheciIiJyTnTVUBMdb+Oy6+xtXEbFmW1clu5NIymrsKorExERERGRatCoUSMiIiKIiIggNDQUgLCwsNJtU6ZMoUWLFnh6etK6dWu++OKLMscbhsHEiRMZPnw4Pj4+NG/enG+//bZCzx0cHFz6PBEREafMHq9NXC4Xif/4JyUpKXg2b07EcwrPRURE5NzoyqEmioyD4KZQnA+7559xaEyoLz2aheBywfcb4qupQBERERGR6uFyuXDm57vlVhmzn6vCzJkzefDBB3nkkUfYsmUL99xzD+PGjePXX38tM+6ZZ55h9OjRbNy4kZtuuomxY8eyffv2sz7+/fffT8OGDenZsyf//e9/a+zrUBEZU6eS+8svGDYbUW+/hcXX190liYiISC2jFi41kWFA+5GwdAJsnWn+fgaj4qJZfSCDmevjuWdAi2opUURERESkOrgKCtjZtZtbnrv1urUYNTBwHT9+PLfddhv33XcfAA8//DArVqxg/PjxDBo0qHTc9ddfz5133gnASy+9xIIFC3j33Xf54IMPTvvYL774Ipdeeim+vr7Mnz+f++67j9zcXB544IGqPakqULhzFymvvwFA2GOP4d2mjZsrEhERkdpIM9BrquNtXHbPh6K8Mw69smNjPK0WdiTlsC0huxqKExERERERd9m+fTv9+vUrs61fv36nzC7v06fPKfePjxk+fDj+/v74+/vTvn370jHPPPMM/fr1Iy4ujieeeILHH3+cN998s4rOpOo4CwtJePQRXEVF+A8YQMhfb3Z3SSIiIlJLaQZ6TdW4C4Q0g4wDZoh+PFAvR5CvjcvahvHTliRmrj9Cu8h21VWliIiIiEiVMnx8aL1urdueu6769NNPSxf5tNlspx3Xq1cvXnrpJex2O15eXtVV3gVLfuMN7Lv3YG3UkMavvYphGO4uSURERGopzUCvqQwD2o00f98686zDjy8m+v2GBBzO2tujUERERETkZIZhYPH1dcutpoaubdu2ZenSpWW2LV26lHbtyk6kWbFixSn327ZtC0BUVBQtW7akZcuWNG3a9LTPtWHDBkJCQmpVeJ69YAGZU6eBYRD1xht4HFuEVUREROR8aAZ6TdZ+FCx9B3Yda+Pi6XfaoQNbhxHiayMlx87SPWlcclGj6qtTRERERESqzWOPPcaYMWOIi4tj8ODBzJ49mxkzZrBw4cIy46ZPn0737t3p378/X331FatWreKzzz477ePOnj2b5ORkevfujbe3NwsWLODVV1/l0UcfrepTqjTFSUkk/fMZABrccTt+ffu6uSIRERGp7TQDvSZr3BlCYqGkAHbNO+NQTw8LV3WKBGDm+vjqqE5ERERERNxg5MiRTJgwgfHjx9O+fXs++ugjJk2axMCBA8uMe+GFF5g2bRqdOnXif//7H1OnTj1llvrJbDYb77//Pn369KFLly589NFHvP322zz33HNVfEaVw+VwkPDY4ziysvDu0IFGtXDhUxEREal5NAO9JjMMcxb6H2+bbVw6XHvG4aO6RvHFioP8vCWJl0eW4Oel/7wiIiIiIrXdwIEDcbnKtmm89957uffee894XGRkJPPnz6/w8wwbNoxhw4adV401QfrHH5O/ejUWX1+i3hqP4enp7pJERESkDtAM9Jqu/Ujz5+75YM8949C4mGBiG/pRUOzg5y1JVV+biIiIiIhIDZC/fj2p770PQMRzz+J5hr7uIiIiIudCU5RruohOENocju6DXT9Dx+tOO9QwDK6Ni+KtBbv4evVhRneLrsZCRURERETqp6CgIObMmcOcOXNO2Td06FAAgoOD6d69e7nHWyy1d15TixYtuO668v+Ncvzcq/q1cWRnk/DIo+BwEHj11QSNGFHR8kVERETOynD9+buAdVx2djZBQUFkZWURGBjo7nIqZtGL8Ptb0PZquOHLMw5Nyiqk7+uLcLpg4cOX0DIsoJqKFBEREZEzqZXXoVXkTK9FYWEh+/fvJzY2Fm9vbzdVKDXZye8RLy8vEh55hOy5P2GLiSF25gys/v7uLlFERERqoPO9Hq+9Ux3qk/ajzJ+7F4A954xDI4K8ubRNOABTVx2u6spERERERETcJmvGTLLn/gQeHkS9NV7huYiIiFQ6Bei1QXgHCG0BJYWwa95Zh/+lVwwAM9YdobDYUdXViYiIiIhUunr2RVk5B8ffG0WHj5D0yisANHrgAXw6dXJnWSIiIlJHKUCvDQzjxCz0rTPPOnzARWE0DvImI7+YeVu1mKiIiIiI1B5WqxWAoqIiN1ciNVVRUREul4uUF57HlZ+Pb5/eNLjzDneXJSIiInWUFhGtLdqPgt/Hn2jj4nX63uZWi8GY7jFMWLSbaasOM6JLVDUWKiIiIiJy/jw8PPD19SU1NRWbzVarF9iUyud0OklNTcWyZy9Fa9fhERxM5OtvYOh9IiIiIlVEAXptEd4eGrSC9N2w82fodP0Zh4/pEcO7v+xm+b509qXm0ryRegGKiIiISM1nGAaNGzdm//79HDx40N3lSA3kysvD9dprWFwuGr/6KrbwMHeXJCIiInWYAvTawjCg/Uj47U2zjctZAvSoYB8Gtg7jlx0pfL36ME9d0bZ66hQRERERuUCenp60atVKbVzkFI6MDI7c8zecGRmE3HwzAZcOcndJIiIiUscpQK9N2o8yA/Q9C6EwG7wDzzh8bI8YftmRwrdrj/DIkNZ4euhrjSIiIiJSO1gsFry9vd1dhtQgLqeTw888izMlBa/WrQl77FF3lyQiIiL1gBLV2iSsHTS8CBx22PXzWYdf2iaMsAAv0vOKWLAtuRoKFBERERERqRpHP/8feX/8geHtTdRb47F4ebm7JBEREakHFKDXJoZhzkIHs43LWXhYLdzQIwaAqasOVWVlIiIiIiIiVaZgy1ZS3n4bgPCnnsKrZUs3VyQiIiL1hQL02qbdSPPnnoVQmHXW4WO6x2AY8MeeNA6l51dtbSIiIiIiIpXMmZdHwiOPQHExAZdfTvCYM68HJSIiIlKZFKDXNmFtoWFrcBTBzp/OOjwm1JeLWzUCYNpqzUIXEREREZHaJemVVyk6eBCPiAgav/QihmG4uyQRERGpRxSg1zZl2rjMqtAhf+lptnH5Zs0Rih3OKipMRERERESkcmX9+CNZM2aAxULUm//CGhzs7pJERESkEhQWF7m7hArzcHcBch7aj4Qlr8PeRVCQCT7BZxx+WdtwGvp7kZZrZ9H2FIZ1iKiOKkVERERERM5b0ZEjJD33PAAN//Y3fHv0cG9BIiIick4OZ6azOn4XW1L2sjfjIAl5h8koTsBOMk29+zDnL++4u8QKUYBeG4W1hUZtIHWH2caly41nHG6zWri+ezQTF+9l6qpDCtBFRERERKRGc5WUkPDoYzhzc/Hp2pWG993r7pJERESkHIcz01kVv5OtKfvYk3GAxLwjpSE51nLWY7SaP9Ls8dVb6AVQgF5btR8Fi1+DrTPPGqADjO0Rw8TFe/ltdyqHj+YTE+pbDUWKiIiIiIicu9T336dgwwYsAQFEvfkvDA/901VERMRdDmWmsjp+N1uS97I38yCJeYfJKE48a0gOgCMQXyOcUM9IovxjaBnSjE7hLekR1ara6r9QugqprdqNNAP0vb9UqI1L0wZ+9GvZgKV70pm+5jAPD2ldHVWKiIiIiIick7yVq0j/8CMAGr/0IraoKDdXJCIi4j5Op5PtqfFsSNqL/VjfcBeuE/tP/IoLc+1Dl+uk/Sc9lsvlPOn3E2NOegjS8jPYm3GQxPzDZJaG5AWnFnZSSG44gvApDcmjuSgklg7hLegVcxENfAPO7YRrIAXotVVYGwhrBynbYOdc6PKXsx5yY88mLN2TztdrDvPAZa3wsGoNWRERERERqTlKMjJIePxxcLkIum40gcOGubskERGRapGen8OygzvYmLybXUf3EZ93kMzieOxGCobF7p6iygnJG3hGEuXfhItCm9ExvAU9olvViZD8TNwaoE+cOJGJEydy4MABANq3b8+zzz7L8OHDyx0/efJkxo0bV2abl5cXhYWFVV1qzdRupBmgb51ZoQB9SLsIGvh5kpxt59edqVzeLrzqaxQREREREakAl8tF4jPPUJKcjGdsLBFPP+3ukkRERCpVUUkJG5MOsDp+B9vT9nEw+wCphUfIcyXismaeeoAVDMDlsmB1hGDB6zSPbJz4zTj2+8nTyg2jnJF/vmf+7mF40cAzkuiAJrQKaUaniJZ0j2pZ50PyM3FrgB4dHc3rr79Oq1atcLlcfP7554wYMYL169fTvn37co8JDAxk586dpfcNwyh3XL3QfiQsfvVYG5cM8Ak543BPDwuju0Xz8W/7mLbqkAJ0ERERERGpMTKnTSN34SIMm42ot8Zj8dW6TSIiUjsdyTrKikPb2Zi8m72Z+0jIO0xWSQLFlhQMS0nZwSc3iHD44UMEDbyiiQloSpvQFsRFtqJn1EX4eZ0uPJeq5tYA/eqrry5z/5VXXmHixImsWLHitAG6YRhERERUR3k1X6PWENYeUrbCjh8h7uazHjK2Rwwf/7aPX3emkJBZQGSwTzUUKiIiIiIicnqFu3aR/PobAIQ9+gje7dq5uSIREZFTOZ1OknIzic8+SkJ2Osl5R0nNy+BQdgKHcg6Sbj9CAUlgzT31YI9js8mdVmzOMII8IonwjaFFcCydwlvRp0kbmgQ3qvZzkrOrMT3QHQ4H06dPJy8vjz59+px2XG5uLk2bNsXpdNK1a1deffXV04btAHa7Hbv9RJ+g7OzsSq3b7dqPMgP0rbMqFKA3b+RP7+ahrNh3lG/WHOahwRdVfY0iIiIiIiKn4SwsJOGRR3HZ7fhdcjEht9zi7pJERKSOK3E4SMzJJD47jYScoyTlppOWn0l6QSaZhVlkF2WRV5xNviMHuzOXYlcuDiMPl6UAw3Ce/oH/1DPc14igoVc0TQOb0a5hC7pHtiEuMhZPjxoTyUoFuP2/1ubNm+nTpw+FhYX4+/szc+ZM2p1mtkHr1q3573//S6dOncjKymL8+PH07duXrVu3Eh0dXe4xr732Gi+88EJVnoJ7tR8Jv74M+36F/KPgG3rWQ27s2cQM0Fcf5v8ubYXVUo/b4IiIiIiIiFs4srPJmT+fjOnTse/ejbVhQyJfe61+t+kUEZFyFRYXcbQgl6zCfLIK88iy55NTmE9OUT65RebPvKICCkoKyC8ppKC4kEJHAYUlBeSV5FBQGoTn4SwNwl1nf2KDsqH4sZ8upw2Lyw+ryw9Pix/+HqFE+jahVWgscREX0TumDY38A6vipRA3MFwuVwXeLVWnqKiIQ4cOkZWVxbfffsunn37KkiVLThuin6y4uJi2bdty44038tJLL5U7prwZ6DExMWRlZREYWEfeyBP7QfIWuOY96PrXsw4vLHbQ+7VFZOYXM+m2HgxqE1YNRYqIiIjUb9nZ2QQFBdWt69DzpNei/nIWFZH3229k/TCb3MWLcRUVAWDYbER/OBH/fv3cXKGIiFQVp9PJ9tR4ft2/gfVJW0ktSMHuKKTYaTdvLjslLjsOlx0nRTiNIqAIl6UYw3BUSU0upxcWpy8e+OFp8cfHGoCfRyABtkCCvIMI9QqmgW8wYX4hRPiHEhnYgKjAUIJ9/KqkHqla53sN6vYZ6J6enrRs2RKAbt26sXr1aiZMmMBHH3101mNtNhtxcXHs2bPntGO8vLzwqutN9tuPNAP0rTMrFKB726yM7hrNZ3/sZ8qqQwrQRURERESkyricTgrWriXrh9lkz5uH86S2ml6tWhJ49TUEXXUltshIN1YpIiKVqaikhGWHdvDHoU1sSt3Kkdy95LgOlt8bHMyp3af5AtLJm10uA1yeGC4bFpcXFjyxGp5YDS88DC9shheeVm88LV54Wb3x9vAmyDOIEO8gGvmFEu4XQkRAKJEBDYgObKCFOaVC3B6g/5nT6SwzY/xMHA4Hmzdv5oorrqjiqmq4dqPgl5dh/5JzaOMSw2d/7OeXHSkkZxcSHuhdDYWKiIiIiEh9UbhrF9mz55D14xxKEhJLt3uEhxN41ZUEXX01Xq1bq2WLiEgtl1mQx6J9G1lxZDM7ju4gsWAvhcYRDEvxiUEW84fLZWBzhNPAM5YI3yh8PHzx8fDG1+aNv6cffjYf/D19CfDyIcDLl0BPX0J8/Any9iPYxxc/mxcWi8U9Jyr1llsD9Keeeorhw4fTpEkTcnJymDJlCosXL2bevHkA3HLLLURFRfHaa68B8OKLL9K7d29atmxJZmYmb775JgcPHuTOO+9052m4X8OWEN4RkjfDjjnQ9eyL7rQMC6BHsxBWH8hg+prD/P3SVtVQqIiIiIiI1GXFSUlk//gjWT/Mxr5zZ+l2i78/AUOHEHT1Nfj26I5htZ7hUUREpKY6cDSFRfvWszpxC3szd5FWtI9ia3LZfuJWc9a4y2nD2xVNhHdz2jZoS+/ojlwa24kQX3+31S9yPtwaoKekpHDLLbeQmJhIUFAQnTp1Yt68eVx++eUAHDp0qMynShkZGdx1110kJSUREhJCt27dWLZsWYX6pdd57UeaAfrWmRUK0MFcTHT1gQymrT7MfQNbYtFioiIiIiIico6OLwaaNXsO+atWwfFltmw2/AdcQtDV1+A/cAAWfU1eRKTWcDqdrE3Yx+L9G9iYspWDuXvIKjmAyyOz7ECPYy1WHP4EGE2J9m9Bh4ZtuaRpF/o2aYOnR41rfiFyzty+iGh1q7MLFqXvhXe7gmGFR3eDX4OzHlJY7KDnKwvJLizhf7f35JKLGlVDoSIiIiL1U529Dj0Pei1qP2dREblLlpA9e06ZxUABfLt3J/DqqwkcOgRrcLD7ihQRkdMqLC5iV3oCu1Lj2Z+ZwOHsJFLyUzhamEpWSQr5rsNgLSz3WEtJQ0I8mtE86CLiwttxafOutG0UpdYqUuPV2kVEpZI0aAERnSBpk9nGpdutZz3E22bl2q7RTF52gKmrDilAFxERERGR03I5neSvWUP27DmnXwz0yiuwRUW5sUoREUnKyWB76hH2pCdwMCuBxNxkUgtSyCxKI89xlCIycFlyyrZdOVlpv3Irns5IwjxjuSikDT2jOjC4RRciAkKq72REagAF6HVJ+5FmgL51ZoUCdICxPWOYvOwAC7Ylk5pjp1GAvlYpIiIiIiInmIuBziZrzo+UJGoxUBERdykqKWFH2hF2pyew72gCR3KSSM5L5mhhKtkl6RQ6j1JiycKw2E//IMeWoDAAl8uCxRGIpxGCvzWUYK9GNPIJIzoggh5R7RjQrAN+ar8logC9Tmk3Eha9CPt/g7w08Gt41kPaRAQS1ySY9Ycy+XbtEe4d2KLq6xQRERERkRqv6OBB4h95lMItW0q3aTFQEZGq43Q62Z+RwvqEvexIP8j+zMMk5cdz1J5EvjMFhzUDw3CWf7DFvJV+lOnwxsMVjI8llABbAxp4hxHhF05MYATNQyJp3SiK5iER6lEuUgH6U1KXNGgBjTtD4kbYNgt63Fmhw27s2YT1hzKZtvoQ91zSXIuJioiIiIjUc/bduzl4++04UtO0GKiISCVKzc1mXeJetqUcYG/GIeJz40mzJ5JbkkKxJQ3DUnTqQSeF42VnjTcg2KshYb5hRPlH0CQogpahUbQLj6GBb0B1n5pInaUAva7pOMYM0Nd9UeEA/apOjXlp9jYOpuezfF86/Vqefea6iIiIiIjUTQVbtnL4zjtxZGbi1bo1MZ98jC0szN1liYjUCvnFdjYlHmBz8gF2Hz3I4ewjJBckkF2SjJ00sOaWf6DH8YDcwOIMxJswgj3DCfeJpFlQDK0bNqVTRCxtGkZr1rhINdOfuLqm842w6AVI3AAJ6yEy7qyH+Hp6MCIuki9XHGLqqkMK0EVERERE6qn8des4fPc9OHNz8e7UiSYff4Q1ONjdZYmI1DhOp5MVh3excN8aNqZsIT5/D/nOVJzWjPIX5zy545XDB08aEugRTiPvSKIDomkZGkPHsOZ0iYwlwMun2s5DRM5OAXpd49cA2l4DW76FNZPgmrMH6GC2cflyxSHmbU0iPddOA399LVNEREREpD7JW7aMw/f/HVdBAb49ehA9cSJWfz93lyUi4nZOp5NNyYdYsGc165I2cyB3B7muA2AtODHo5DYrTg88nA3ws4bR0Ksxkf5RNA+OoU3DZsRFtiA6KNRNZyIi50MBel3UfZwZoG/+Foa+Al5n73vVPjKIztFBbDySxXfrjnD3JVpMVERERESkvsj55RfiH3wIV3ExfhdfTPR/JmDx0QxIEamfdqcl8vPuVaxO3My+7O1kOfeDNefEAIv5w+W04u2KIcrnIto3bEfHsJZ0imhO64aReGiRZZE6QwF6XdS0HzRoBem7YfN06H57hQ4b27MJG49sZtqqw9x1cXMMQ4uJioiIiIjUdVk//kjC40+Aw0HA5ZcT+dZ4LJ6e7i5LRKRaHMk6yrzdq1kev4E9mds5WrIPl0fGiQEGYDUX7/R0RhLh1ZL2DTtwSZM4Lm3eGT8trCxS5ylAr4sMA7rdBvP/AWsnVzhAv7pzJC/P2ca+tDxW7j9K7+YNqrRMERERERFxr8xvvyXxmWfB5SJoxDU0fuUVDC1OJyJ1VHp+Dj/vXsvSQ+vZmbmNtKK9OD1Syw7yMBfy9HCEE+bZgjah7ekX04WhrboS7KO2ViL1ka6M6qoufzm2mOhGiF8HUV3Peoi/lwfXdIli6ipzMVEF6CIiIiIiddfR//2P5FdfAyB47A1EPPsshsXi5qpERM5PicNBYk4mh7NSOZKdRlJOOsl56aQVHOVg9n6S7XsotiaWXeDzWCpmKWlAA1sLLgppR58oMyyPCAhxz4mISI2jAL2u8g2FdiPMFi5rJ1coQAe4sWcMU1cd4qctSTyfV0SIn766KSIiIiJS16R9+BGp77wDQOjttxP22KNq4SgiNYbT6SQlL4uDGWkcyUklMSed5Nx00gsyyLRnkFWURV5xFgXObIqcOZQYubgs+RiG8/QP6mF2YzEcQQRbm9MyqC29IjsztGV3moWGVdu5iUjtowC9Lus2zgzQN38LQ14G78CzHtIxKoj2kYFsTchmxvp47ugfWw2FioiIiIhIdXC5XKS+/W/SP/kEgIb/93ca3nefwnMRqRYlDgfbUg+zPmEvO9MOcCjnCJn2DPJKsilwZGMvDcPzMAzH2R/QQumCnsf/FnM5vbA6/bEZ/nhZAvG1BhLmG0H3iM4Ma9WDtmHRVXV6IlJHKUCvy5r2hYYXQdou2PJthXqhG4bBjT2b8M9ZW5i66hC392umi2kRERERkTrA5XSS/PIrZEyZAkDYE0/QYNxt7i1KROqcHHsB6xP2sSl5H7vSD3A45zBphQnkOJIpsaRhWErKP7DcMNyG5XgYbgTi6xGIvy2IYK9gQr1DaegbTIRfAyIDGxIT1IgmwQ0J8PKpjtOUC+Eogd3zIS8VIjpCWDuwebu7Kqku8etgyRvQ8XroeJ27q6kQBeh12fHFROc9DWsmmTPSKxCGj+gSySs/bmdPSi5rD2bQvVlo1dcqIiIiIiJVxlVSQuIzz5I1cyYYBhHPP0/IDWPcXZaI1FIJ2UdZG7+HLSn72Zt5gITcIxwtSiTfmYLTmlm2zziYifixFioulwWrowF+1nBCPcMJ8WpAqE8IjXxDCfdrQGRgA2KCGtIkqJEW7axr8tJh3eew+jPIPnJiu8UDGrWFxp1P3CI6gKf++9cp8Wth8Ruwe555P/MwdBhdoazS3RSg13Wdb4SFL0DSJkhYX6Fe6AHeNq7u3Jhv1hxhyqpDCtBFRERERGoxV1ER8Y8/Qc7PP4PVSuTrrxF09dXuLktEajCn08n21HjWJ+5he+p+DmQfIik/nqziJOykgDX/1IOOzSA3AJfTE5uzEYEe4YT5RNE0sAmtG8TSpXELOoY3wdum9dbqlcRNsOojs8VwSaG5zbcBhLeHpM1QkAHJm83bhi+PHWSYXRXKhOodwSfYXWch5+vIWljyuvmtAwDDAp3GwiWP1orwHBSg132li4l+A2snncNiok34Zs0RftyUyHNXtSfI11bFhYqIiIhITRAfH88TTzzBTz/9RH5+Pi1btmTSpEl0794dMHtoP/fcc3zyySdkZmbSr18/Jk6cSKtWrdxcuZTHWVhI/IMPkbtkCYbNRuTbbxF4+eXuLktEahCn08mKw7v4df86NqRs4XDeLvI4CJbCUwdbT/rd4Y83YQTbGhPhG0Xz4Ca0bRRLXOOWtGoQgcViqbZzkBrIUQI7f4SVH8HBpSe2R3SCXn8zZx7bvMHlgqwjkLix7C03CdJ2mrfN35w4PiT2pFC9EzTuAn4Nq/30qpTLBcX5YM8Bey7Ys6EoF0rsENXNzPpqgyNrYPHrsGeBed+wQqcbzOC8QQv31naOFKDXB91uM/+y2fwdDHmlQouJdokJpk1EADuScpi1IZ5b+zar8jJFRERExL0yMjLo168fgwYN4qeffqJRo0bs3r2bkJCQ0jH/+te/+M9//sPnn39ObGwszzzzDEOHDmXbtm14e6t/aU3izMvj8H33k79yJYa3N9Hvvov/xf3dXZaIuJHT6WRtwj4W7l3L+pRNHM7dTa7rAFgLTgw6lnu7XAZWRyi+ljAaeEUS5R9Ny5CmtA9rTreoloT7B7nlHKSGK69Ni2GFdteYwXlMr7Kzjg0DgmPMW9urTmzPSTJnriduhMQN5u9ZhyBjv3nbNuvE2MCosjPVG3eGgMbVO7vZ6YTivBOhd1HOSQF4jhmA23NO+v2kYLz0mJPGupzlP4/FBq2HmR0nWl4OHjXw2xyHV5szzvcsNO8bVug8Fi5+pNYF58cZLpfLdfZhdUd2djZBQUFkZWURGHj2ILlOcLng/Z7mYqJXvg097qjQYZ8vO8BzP2ylTUQAPz14sRYTFREREbkAteE69Mknn2Tp0qX8/vvv5e53uVxERkbyyCOP8OijjwKQlZVFeHg4kydPZuzYsRV6ntrwWtR2jqwsDt99DwUbN2Lx8yPmw4n49ujh7rJEpBo5nU7WJ+5n0d61rE/ewsHcneS4DpTbfsXl9MDbFU1jn5Z0bNCBS5rFcXHT9vh5eVV/4VI7na5NS7dx0P12CIq68OfIP2q2KD55pnr6nvLH+jUyg/Tw9mD1AmcxOIrBWXLiZ+nvf95XbM6gd5ac9Hvxn/Ydv+8wfy+xA5UcsRoW8AwAL3/wCjDrOfl8fULNRTg7j4XIru5vh3J4lTnjfO8i875hNYP+Sx6B0Obure2Y870GVYBeXyx/31xMNKIj3PN7hf5QZRUU0/OVhdhLnMy4ry9dm4Sc9RgRERERKV9tuA5t164dQ4cO5ciRIyxZsoSoqCjuu+8+7rrrLgD27dtHixYtWL9+PV26dCk9bsCAAXTp0oUJEyZU6Hlqw2tRm5UcPcqhO+7Evn07lqAgmnz6CT4dO7q7LBGpQk6nk03Jh1iwZw3rk7dwIHcnOc79YM07ZazLZcXLGUVj71a0b9Ce/k26cGnzTgrL5dxVtE1LVSrMhuQtZUP11B2nn8Fd1QyrGXZ7BYDnseDby//Y74EnwnBP/2O/B/5pXMCJ322+p+Z3SVtg0zTY9A3kJp/Y3vAiM0jvdAMERVfvOR9aac443/uLed+wQpcb4eJHITS2ems5i/O9BlULl/qidDHRzZCwzuyZdBZBPjau7NSYGevimbbqkAJ0ERERkTpu3759TJw4kYcffpinn36a1atX88ADD+Dp6cmtt95KUlISAOHh4WWOCw8PL91XHrvdjt1uL72fnZ1dNScgFCcnc2jc7RTt24e1YUOafPYZ3q0vcndZIlKJnE4n21KOsGDvWtYmbWJ/zk6ynfvBmntikAFYweWy4OmMorF3S9qGtuPiJnFc2qITAV4+bqtf6oBzbdNSlbwDoWlf83ZcUT6kbDNbv6TuNDszWDzA6mG2QLHajv08+b7HsTGn2Ve63QYW66n7PLzN4NvDu2rPPaIDRLwMlz0P+xfDxmmwfY7ZdWLRi7DoJYi9GDr/BdpebQbxVeXQCnPG+b5fzfsWDzN/vPiRGhecXygF6PWFbyi0Hwmbvoa1kysUoAP8pWcTZqyLZ/bGRP55VTsCvbWYqIiIiEhd5XQ66d69O6+++ioAcXFxbNmyhQ8//JBbb731vB/3tdde44UXXqisMuU0io4c4dBt4yg+cgSPxo1p8t/P8IqtW/+AFamvVh/Zw7dbf2V18kpSS7aBNefEzjJheSThXi1oG2rOLL+sRWeCvH3dVne94nK5v4VGVauONi2VwdMXorubt7rK6gEtB5u3wmzY/oMZph/4Hfb/Zt5+fBjaXmPOTI+9xAz+K8PB5eaM832LzfsWD+jyFzM4D2lWOc9RwyhAr0+63WYG6OewmGi3piG0CvNnd0ou329I4K+9m1Z9nSIiIiLiFo0bN6Zdu3ZltrVt25bvvvsOgIiICACSk5Np3Lhx6Zjk5OQyLV3+7KmnnuLhhx8uvZ+dnU1MTEwlVi72ffs4NO52SpKTsTVpQtNJ/8UWVUOCDBE5ZweOpjB186/8Eb+MIwUbcXqkn9hpNRf4tDkaE+bVgrYN2tM3ujNDWsYR7OPnvqLrq+JC+OUlczZ2k97QaQy0uapCmUutcKY2Lb3vhfbXVn2bFjkz70CIu9m8ZRw027tsnApH9x5r9zINAiLN92bnGyGszfk9z8Fl5ozz/UvM+xYP6HLTseC8bueFCtDrkyZ9oGFrSNsJm6dXaDFRwzAY27MJL83ZxtSVh7i5VxMtJioiIiJSR/Xr14+dO3eW2bZr1y6aNjX/URQbG0tERASLFi0qDcyzs7NZuXIl995772kf18vLCy/11q0yhdu3c+iOO3EcPYpnyxY0+e9/sYWFubssETkHGfm5TN/6OwsP/MHenPXYLUcwjGNL1nmYs8t9nbG0DurGkOb9uKp1T0J8q7A1g1RM8jb47k5I2Wre3/erefP4f9B6OHQcY84Q9vB0b53noya1aZGKC2kKAx6DSx6FI2vMIH3Ld5CTAEvfMW+Nu5hBesfrwK/h2R/zwFJzxvn+38z7Fg8zrO//cJ0Pzo/TIqL1zfIPYN5T57SYaEZeEb1eW0RRiZMf/t6PTtHBVV+niIiISB1TG65DV69eTd++fXnhhRcYM2YMq1at4q677uLjjz/mpptuAuCNN97g9ddf5/PPPyc2NpZnnnmGTZs2sW3bNry9KzYDrTa8FrVFwYYNHLr7HpzZ2Xi3a0fMZ5/iEaK1i0RquqKSEmbvXMXc3b+xNWMNuezBsDjKjPEoiSTWrwsDm/RlTMdLiAjQn+0aw+k0W5kseA4cdvBtCENfhcxjs3/Td58Y6xMC7Uaas39jeoPF4rayz6owy5xlvGNOzW/TIhVXYodd88wWL7vngbPE3G7xgJaXmy1eWg8Hjz9Ndjjwhznj/MDvx8bbIO6mWh2cn+81qAL0+ib/KLzVxvwL/s5fILpivdAfmraeWRsSuLFnDK9d26mKixQRERGpe2rLdeicOXN46qmn2L17N7GxsTz88MPcddddpftdLhfPPfccH3/8MZmZmfTv358PPviAiy6q+EKVteW1qOnyVq7i8L334srPxycujpiPP8IaEODuskSkHE6nk6UHdzBzx6+sTVnFUcd2sBaUGWM4gmns2ZG+kX0Y02EQbcOi3VNsUT5snQE5SeAVaLaH8Ao0F0g8/rt3kHnfWg/XSctJgln3wt5fzPuthsCI98H/2Dd/XC5z8cpN02HLt5CbfOLYoBhz1m/HMRDe7pSHrnZF+XB4xYme2QnrweU8sV9tWuqevDTYMsOcmZ6w7sR27yDoMNqcmV5ihyVv/Ck4vxkufhiCm7in7kqiAL2CdLEOzLjb7IUe91cY8V6FDlmxL52xH6/Az9PKyn8Mxt9L3X9EREREzoWuQ0/Qa3Hhcv9YypH778dlt+Pbpzcx77+PxVcLBYrUJDtSj/D15l9ZlrCcxKLNuKyZZQc4vAm1tqNbWE9GthlI/6ZtsbhzdnJeOqz+BFZ9DPnpZx8P4OFzmoD9+Lbjvwec9HvQibHewbUrmN0+B374Pyg4Ch7eMORl6HHn6b/d73SYwfTm6bDtByg6afHX8A7Q8XozUA+qpg9LSoogfs2JwPzwKnAWlx0T2sJccLLzWLVpqetSd5pB+qZvIDv+1P0WG3T9qznjPLhurF2jAL2CdLGOuVrupGFg84VHdpifMp2Fy+XisreWsC8tj9eu7ciNPWv3J04iIiIi1U3XoSfotbgwLoeDPYMvpyQxEf9Bg4h6599Y1GNexO2Sc7P4ZvNifj24jP15GyjxSCiz3+W04k9L2od054pWl3DlRd3xttWA3thH98Py92H9l1BybFZ8cFNodrEZ+BZmgz0H7NnHfs+G4vzKeW7DagbIA56ABi0q5zGrgj3XbIe77n/m/YhOMPpTaNS64o9RXAC7fjZnpu+ef1JwbUDTftDpemg3wmz5UlmcDnM2/PHA/NCKU//bBUZB7AAzNI+9uPrCfKk5nA5ztvnGaeYHPY4i6HoL9P9/dSY4P04BegXpYh3z60Tv9zIXE73yLfPT0gr45Ld9vDJ3O52ig/jh7/2ruEgRERGRukXXoSfotbgwOb/8ypH77sMaHEzLJYsVnou4yfE+5j/uXsLWjNXkGXsxjBPtL1wuAy9nNC0C4hjcrD/Xt7+4Zi38Gb8Wlv4Htv9wom1H4y7Q70Foew1Yz/DNc0eJGaSXhup/CthP/v2U/TlgzzJ/Hn9ewwpdboRLHq95vZWPrIUZd8LRfYAB/R6AQf+8sIVB84/Ctu/NmekHl57YbvU0W8J0vB4uGnbus/OdTkjdfiIwP7DUfK1P5tvwWFh+7BbaXLPM5YTiQvPPpWfd/Fbb+V6Dqg9HfWQY0H0c/PwkrJkM3e+o0F+W13aN4l/zdrDpSBZb4rPoEHX2mesiIiIiIlK5Mr6eBkDQ6GsVnotUs/UJ+5m2eSGrkpeTVrLlRB9zCxiApaQB0T6d6R/Vlxs6DqR5aLhb6z2FywW7F8Cy/5zobwzQcrAZnDe7uGJhqtUDfEPN24XUkrAOfn0N9iwwZ8Bv/Nqc+XrJoxAYef6PXRmcDvj9bVj8Grgc5kztUR+aofOF8g01c5nu4yDzsNkrfdN0SNlqLuC5Y47Z8qbtNebM9GYXg8V66uO4XGawv3/JsdD8d8hPKzvGKwia9T8RmIe1VWAup1ebWipVI81Ar6/OczHRv09Zx5xNidzcuwkvj+xYxUWKiIiI1B26Dj1Br8X5KzpyhL2XDwGXixbzfsazaQ2bqSlSx6TmZjN106/8cugPDuStw+GRUnaA05tQSzu6h/fm+naX0rvJObT0qE4lReZs52XvmjOUASwe5kznvv8H4e3dW9/hVfDLy2YQDGD1gu63my0kAtzwIUTGAZhxj7nAJpiLaF71duW2VylP8lazH/XmbyH7yInt/hHmAo+drge/RidmmO//7dTe1TZfaNLnRGDeuHP54btIPaQWLhWki/WTzLgHNk0zV9Id8X6FDlm2J42/fLoSfy8PVv3jMnw99SUGERERkYrQdegJei3OX8rb/yb944/x69uXJv/9zN3liNQ5JQ4Hc3auZvauxWwpbcviKN3vchn4OJvTNrg7V7YcwIi2vWpGH/PTKcyCtZNhxYeQc6wnu2cAdLsVet9b8/pdH/gDfnkFDi0z73v4QM+7oN9D4Neg6p/f5YJNX8OPj5r93z0D4Mrx0OmG6p217XTCoeWw+RvYOgsKM08/1uoJ0T1PBOZR3S6svYxIHaYWLnLuuo8zA/QtM2DoqxVaTLR38wY0beDLwfR85mxKZEz3urWYgIiIiIhITeUqKiLzu+8ACL5xrJurEak7NiQe4JvNi1iRtJzUks1gPbbI4kltWWJ8ujAgpj83drqU6KALaFtSXbITYMVEMzy3Z5vb/CPM0Lz7uAr9+98tmvWHcXNh369mkB6/xmw3s+a/0Otv0PfvVTcLvCAD5jwMW2eY92N6w7UfQUizqnm+M7FYoFk/8zb8TbPFzaZvzEVIHUUQ2fVEYB7Tq872qxapKRSg12cxvaBRG0jdYf5F3POusx5isRiM7dGEN37ewZSVhxSgi4iIiIhUk5yFC3Gkp+MRFkbAwIHuLkek1krPz2HqpsUsOvA7+/PW4/BIOrHTCji9CbG0o3tYb8a0r8FtWcqTvM1s07J5OjiLzW2N2phtWjpeDx61YN0Ew4AWl0LzQbBrHvz6CiRtgt/Hw6pPoM/95gcB3pX4Dab9v8PMv5ltUwwrDHzKbB9zpoVUq4uHJ7S50rwVF5i92b1q0GK0IvVADfibQNzGMKDbOPj5CfNT6R53VugrSdd1i+btBTvZcDiTjYcz6RwTXOWlioiIiIjUdxnTvgYg+LrrMGw2N1cjUnsUFhcxb/d6Zu9ezJajq8k19pxoy+JhtmXxdjajbVB3rmg5gBHteuNrqwVB83Eul9n6ZNl/YPf8E9ub9jMXBm15uTmjubYxDGg9DC4aCttnm4t5pmyDxa/CyonmufW8Gzz9zv85Sorg15dh6X8AF4Q2h2s/gejulXYalcrm4+4KROolBej1XecbYOFzkLwF4tdW6H8SjQK8uLpTJDPWxzNp6X7eGRtXDYWKiIiIiNRf9r17yV+1CiwWgsdc7+5yRGqsPLudxQc2s/TgRrakbyWhYA+FxhEMy7HZ2MfashgloWZbluh+3NjpMmKCq6G/dmVzOmD7D7B0AiSsP7bRgHbXQN8HIbqbW8urNMaxc2pzldleZfHrkL4bFj4Py983Z4p3v/3cw+XUnfDdnebsdoC4v8Kw1zW7W0ROoQC9vvMJgfajYONUWDupwp+yjusXy4z18czZlMhTV7QlPNC7igsVEREREam/Mr42Z5/7DxqELSLCzdWI1AxZhfks2ruRZYc3sv3odpIK92I3jmBYTiz6idUMzL2d0NgZTcvGV3Jd+8H0jrkIS22clQ1QlA8bvoLl70HGAXObhzd0uclsb9KghVvLqzIWC3S8DtqNNFvULHndPP95T5ttay5+BLrecvY2NS4XrP4U5j8DJQVmLnLNu9D26uo4CxGphRSgC3S7zQzQz2Ex0Y7RQfRsFsqqA0f5YvlBHh1ai3rCiYiIiIjUIs6CArJmfQ9AyNgb3FyNiHuk5+ewcM8Glh3ZyM6j20kp2keRJQHDcJ4YdCwsx+GDn9GUJr4tuLJwNwMOL6ZJSQkWDkFxDrRqDUYt/DdsYRas/BhWfAAFR81tPqHmemY97wa/hu6tr7pYPaDLjWaYvmEK/PYmZB2GuY+as/EvedT8MMFaTqur3BT4/u+we555v/kgGDkRAhtX7zmISK2iAF2OLSbaFlK3V3gxUYDb+zdj1YGjfLXyIH+/tCXeNmsVFyoiIiIiUv9kz/0JZ3Y2tuho/Pr1c3c5IlUuKSeDBXvWsyJ+E7sydpBWtJdiazKG4ToxqDQs9yPAaEZT/4voHN6eQc260iO6BZa8FPjmVji8AjCgw2jYNR+SNsNX15n9wS97Dpr0ctNZnoOCDFjxIayYCPYsc1tIM+jzdzMo9vR1a3luY7VBt1uh81hY9z/4bbwZpM9+EP74Nwx4AjqOObEQ6K558P39kJcKVi8Y/Dz0+lvt7A8vItVKAbocW0z0tnNeTPTydhFEh/hwJKOA7zfEc0OPJlVeqoiIiIhIfXO8fUvwDWMwFPRIHZOQfZSfd61hZcIm9mTtJL1oHw6PlLKDPI6H5YEEWZrRLOAiuoZ35NIWXekU3uTUViyHV8HXf4XcJPAKgtGfmAtR5qXDH2/Dqk/g4FL47xC4aDhc9gyEt6+uU664vHRY8b4567wox9zWqA1c8pjZxsSqSAcwW7b0vAviboY1/zXD84wDMOte+P1tGPA4HF5ptm0BCGsHoz+tmf/NRaRGMlwul+vsw+qO7OxsgoKCyMrKIjAw0N3l1BwFGfBWGygphDsXVbgX+qe/7+PlH7fTOjyAnx+6GKMCwbuIiIhIfaTr0BP0WlRcwdatHBh9HdhstFqyGI/QUHeXJFIpZm9fzXtrJxFfvBzDUnLKfqMkmGCPWJoHtqZbRAcGt+hG27Dosz/wmkkw9zFwFpth89gpp/YEzzoCS96A9V+CywkY0GkMDHwKQmMr5wQvRG4qLH8XVn0KxXnmtvAOZnDe9hrNmD6bojxY9bHZzqUgo+y+3veZ3zywaR03kfrofK9B9XGlmE5eTHRNxRcTHdMjhn8v2MXO5ByW7U2nX8t60nNNRERERKQaZE4zZ58HDhmi8FxqvfxiO+8sm8Gsvd9QYN0DgGEBoySUBrbmNA9sQ/fIjgxp0ZUWDc5xsdwSuxmcr/vcvN9uBIz4ALz8Tx0bFG0uGtn3AfjlZdg2CzZ9ba4L1n2cGVT7h13YyZ6PnCRY+h9zFnVJgbmtcWe45HFofYWC84ry9IP+/w+63wErP4Rl75ltbka8Dy0vc3d1IlILaQa6nHBopfkVNg8feHRnhRYTBXj+h61MXnaAy9qE8dltPaq4SBEREZHaSdehJ+i1qBhHTg67BwzElZ9P0y/+h28PXWtL7bQ3PYlXf5/M6qNzcFnNHt4ul4Vwa0/u6XIr17Xve2oblnORnWC2bIlfAxgw+Dno91CFWpMCkLAeFr0Ie38x79t8zZnK/R6o8L+LL0hWvDlbeu1kcNjNbVHdzB7erYZU/DykfCV2wAAPT3dXIiJuphnocuFiep7XYqK39m3G58sPsGhHCvvT8oht6FfFhYqIiIiI1H1ZP/yAKz8fz5Yt8OlesW+IitQks7ev5v21kzlSvMxs02IFHP50DhrGU/1vp314zIU/ycFl5mKheSngHQzXfQYtB5/bY0TGwV9nwr4lsOgFiF8Lv483e2Zf/DD0vBtsPhde659lHjL7da//EhxF5raYXmZw3uJSBeeVxcPL3RWISC2nAF1OMAzz62o/PW62cangYqKxDf24rE0YC7enMHnpfl4Y0aEaihURERERqbtcLldp+5aQG8ZqrSGpNfKL7UxYNouZe6eVadPi6WjCVU3H8Gj/MQR4VUIY7XKZAffPT4KzxOwRfsOXF9bDvPkAiF0EO340Z6Sn7YQFz8KKiWaoHXczWG0XXvvR/eZiphummLUDNO1vLnYZe4mCcxGRGkYBupTV6QbzAiFlKxxZAzEV+5ro7f1iWbg9helrj/DwkNYE+VTCRYWIiIiISD1VsG4d9t27MXx8CBpxjbvLETmrfUeTeeW3421aMsF6ok3L3Z1v4foO/S6sTcvJigtgzsOwcYp5v8Nos6e5ZyV8G9owoO1V0Ho4bJwGi1+DrMMw5yFY9i5c+g9oN+r8+pGn7YHf3zL7rbsc5rbmA80e5836XXjtIiJSJdy6AsXEiRPp1KkTgYGBBAYG0qdPH3766aczHjN9+nTatGmDt7c3HTt2ZO7cudVUbT3hEwztrzV/Xzupwof1adGANhEB5Bc5+Gb14aqpTURERESknsg4vnjolVdgVZ94qcF+3LmGYV/ezzXfD2NV1pdmeO7wp7P/dXw9fA6L/voJN3S6uPLC88zD8N9hZnhuWGDIKzD6s8oJz09msULcTfB/a2HYG+DbEI7uhW9vh48HwO6F5iz4ikjdCd/dBe/3MOt2Ocw2M7fPh1u+V3guIlLDuTVAj46O5vXXX2ft2rWsWbOGSy+9lBEjRrB169Zyxy9btowbb7yRO+64g/Xr1zNy5EhGjhzJli1bqrnyOq77OPPnlhlQkFmhQwzDYFy/ZgBMXnaAEoezamoTEREREanjSjIyyPn5Z8Bs3yJS0xQWF/H6b1/T87/X8uSKccQ7fsOwlODpaMLIqEdYdtMvfDn6ucrpcX6y/b+Z4XXiBvAJNfuW9/171bY88fCC3n+DBzfAwKfBMwCSNsFXo2HyVXB41emPTd4K02+D93vB5m/A5YSLhsOdv8DN30GTXlVXt4iIVBrD5aroR6bVIzQ0lDfffJM77rjjlH033HADeXl5zJkzp3Rb79696dKlCx9++GGFHv98V1utV1wumNgXUrbB8Deh190VOqyw2EHf13/haF4RE2/qyvCOjau4UBEREZHaQ9ehJ+i1OLP0zz4j5c3xeLdvT+x337q7HJFSp7RpoQrbtJzM5TL7kM//pzl7O6ITjP0KgptU/nOdTV662b981SfgsJvbWl8Blz4D4e3M+4mb4Ld/wfbZJ45rc5XZ47xx5+qvWUREgPO/Bq0xPdAdDgfTp08nLy+PPn36lDtm+fLlPPzww2W2DR06lFmzZlVDhfWIYUC3cfDTY7B2MvS8q0Kf6HvbrNzUqwnv/rKH/y7drwBdREREROQcuZxOMr7+BoCQGzX7XGqGH3eu4b01kzlctBTDUgJWzDYtQcN4qv/tlT/T/GRF+TD7Adg83bzfaSxc/Q7YKmEh0vPh1wCGvgK974XFr8OGr2DnXNj5E3QaA/Yc8z4ABrQfCZc8BuHt3VOviIhcMLcH6Js3b6ZPnz4UFhbi7+/PzJkzadeuXbljk5KSCA8PL7MtPDycpKSk0z6+3W7HbreX3s/Ozq6cwuu6TmNOWkx0NcT0rNBhN/duyodL9rL6QAabjmTSKTq4ausUEREREalD8pYvp/jQISwBAQRecYW7y5F6LL/Yzn+Wz2Lm3q/Jt+wGzJbjno4mXNHkeh7tP4Ygb9+qLSLjAHx9MyRtBsMKQ1+FXvdUbcuWigqKhhHvQd8H4NeXYdv35uKgYL5QHUbDxY9CWBv31ikiIhfM7QF669at2bBhA1lZWXz77bfceuutLFmy5LQh+rl67bXXeOGFFyrlseoVn2DocK35afrayRUO0MMDvbmqUyQz18czaekB/n1Dl6qsUkRERESkTsmcNg2AoBEjsPhWcTgp8ieFxUX8b8Miftg5m8SiFRRZi82V01wGjS1dub3L7Yzp0L9q2rT82d5fzAU7CzLMBTzHfA7N+lf9856rRhfBmP9B/Dr4/S3z39L9/h80bOnuykREpJK4PUD39PSkZUvzfyzdunVj9erVTJgwgY8++uiUsRERESQnJ5fZlpycTERExGkf/6mnnirT9iU7O5uYmCr8elld0u02M0DfMsP8pN8nuEKH3d4vlpnr45mzKYEnh7chPNC7SssUEREREakLipOTyfnlVwBCbhjj5mqkvigsLuKrjb8yY9dcjhQux2ktMHdYIdTh4LrsXMbk5BLuOAiZG2FXHETGQWRXaNwJvAIqtyCXC5ZOgEUvmItuRnaFG74wZ3zXZFFdzb7sIiJS57g9QP8zp9NZpuXKyfr06cOiRYt46KGHSrctWLDgtD3TAby8vPDy8qrsMuuH6B4Q1t5s47LpmwovJtoxOogezUJYfSCDL1cc5JEhrau4UBERERGR2i9z+rfgcODTvRterVq5uxypw4pKSpiycTHf7fqRAwUrwJpr7rBCiMPB4Lx8BjoD6N1mNJ4BhyFhvdlO5eg+87blu2OPZEDDi44F6sduER3B8zy/PVGUB9/fD1tnmve73AxXvgU2TcoSERH3cWuA/tRTTzF8+HCaNGlCTk4OU6ZMYfHixcybNw+AW265haioKF577TUAHnzwQQYMGMBbb73FlVdeybRp01izZg0ff/yxO0+j7jIMcxb6T4/B2kkVXkwUzFnoqw9k8NXKQ9w/qCXeNmvV1ioiIiJSjzVr1ozbb7+d2267jSZNmri7HDkPrpISMqebiySGjL3RzdVIXVRUUsLXm3/j2x0/sq9gOVhzzB1WCHI4GJxXwNC8PLo17ovn0Huh5eVwcquW/KOQuMEM0+PXQcIGyD4CaTvN2yaz/RCGFRq1gaiTQvXwDuBxlolt6XvNfucp28DiAcPfgO531Ix+5yIiUq+5NUBPSUnhlltuITExkaCgIDp16sS8efO4/PLLATh06FCZ3mp9+/ZlypQp/POf/+Tpp5+mVatWzJo1iw4dOrjrFOq+0sVEt53TYqKXtwsnKtiH+MwCvt8Qzw099A85ERERkary0EMPMXnyZF588UUGDRrEHXfcwahRo/RNzFokd8kSSpKTsYaEEDDkcneXI3VEicPB9C1/8PX2OezNXwbWbHOHFQIcTgbn5zM0L58eJVY8u9wIPe+GRqf5BrFvKLS41Lwdl5tiBukJ6yFhnRms56WY32JO2QrrvzTHWWwQ3s5sx3I8VA9rC1abuX/3AvjuDijMAv9wuP5zaHr6b5qLiIhUJ8PlcrncXUR1ys7OJigoiKysLAIDA91dTu0w637Y8CV0/guMmljhwz75bR+vzN1O6/AAfn7oYgzNHBAREZF6rDquQ9etW8fkyZOZOnUqDoeDv/zlL9x+++107dq1Sp7vfOma/FSH7ryLvD/+oMGddxD26KPuLkdqsRKHg++2LuPrbXPYk78UlzWrdJ+3w2BIfi7D8vLoXVCILbipGZrH3VzhNa/OyOWCnMRjgfrxmerroeDoqWOtXma7l+Amx1q2uMw2omO+gMDGF16LiIjIn5zvNagCdDm7w6vhs8Hg4Q2P7ACfkAodllVQTJ/XFpFf5OCrO3vRr2XDKi5UREREpOaqzuvQ4uJiPvjgA5544gmKi4vp2LEjDzzwAOPGjasRkxp0TV5W0eHD7L18CAAtFszHMybGzRVJbeN0Opm5fQVTtvzA7tyluDwyS/d5OD0YUOjk2uwkehcU4gkQOwB6/Q0uGgqWKm636XJB5qEToXrCOkjYCPassuO6jTPbtpyt1YuIiMh5Ot9r0Bq3iKjUQNHdzZ51yVuOLSZ6T4UOC/KxcX23aD5ffpD//rFfAbqIiIhIFSsuLmbmzJlMmjSJBQsW0Lt3b+644w6OHDnC008/zcKFC5kyZYq7y5Q/yfzmGwD8+vdXeC4V5nQ6+WHHKqZsmc2OnD9weRyb5e0BhtOTuJIgbs45yCU5aXi5AA8fM6TuebfZTqW6GAaENDVv7UceLx4y9puBevIWs7VLu2uqryYREZFzoABdzu74YqJzH4W1k80LrgrOXLqtXyyfLz/Ioh0p7E/LI7ahX5WWKiIiIlIfrVu3jkmTJjF16lQsFgu33HIL//73v2nTpk3pmFGjRtGjRw83VinlcRYVkfntdwCEjL3BzdVIbbA1+TCv/P4ZW7MW4/RINzd6gMvpSQuac4szlyviV+LjdJj7gmKg510Q91ezj3lNYLFAgxbmreN17q5GRETkjBSgS8V0GgPznzEXEz28Cpr0qtBhsQ39uKxNGIt2pDB56X5eGKEFX0VEREQqW48ePbj88suZOHEiI0eOxGaznTImNjaWsWPHuqE6OZOc+QtwZGTgER6O/8CB7i5HarBf923mX8s/4nDxHxiG41hobiPc2pkb/UK5MXUVfknzTxzQ7GLz28MXDQer/ukvIiJyvvR/UakY7yDoMNpcTHTt5AoH6AC3949l0Y4Upq89wsNDWhPkc+o/6ERERETk/O3bt4+mTZuecYyfnx+TJk2qpoqkojKmTQUg+PrrMTz0zzM51dSNS/hgw6dksgEwvwzs42jF6Ogh3OtKIHDjV5CfZg728DYnP/W8ByI0eUlERKQy6ApNKq77ODNA3zoDhr1a4cVE+7ZoQOvwAHYm5/DN6sPcdUnzKi5UREREpH5JSUkhKSmJXr3KTnJYuXIlVquV7t27u6kyORP77t0UrFkLVivB16uNRb3mKAZ7DtizwZ5DSX4mk7f8wtSUxaTYjoXjLuhUFMQ93o25xNMJK/4BzhJzX2AU9LjTbL1ZU9q0iIiI1BEK0KXiorqdWEx049fQ+28VOswwDG7v34wnvtvM5GUHGNevGR5WSxUXKyIiIlJ/3H///Tz++OOnBOjx8fG88cYbrFy50k2VyZlkfG0uHhpw6SBs4eFurkYqRUkRHPgNCjKhMOtYKJ5TJhwv/VmYfWJfSQEARcAcfz8mBQVywNMGNrC5XFyTk8et2dnEFh8CNp94viZ9zTYtba5SmxYREZEqov/DSsX9eTHRXvdUeDHREV2ieOPnncRnFrBgWzLDOzau0lJFRERE6pNt27bRtWvXU7bHxcWxbds2N1QkZ+PMzydr1iwAgm9Qb/o6obgAJl8F8WvO+dBsi8H0AH++DAwkzcMKgK8DrrT7codfNFHRYeAVcOLmHQhR3aFxp8o+CxEREfkTBehybjqNgQXPQup2OLwSmvSu0GHeNis39WrCu7/s4b9L9ytAFxEREalEXl5eJCcn07x52VZ5iYmJeKivdo2UPXcuztxcbE2a4Ne3j7vLkQvlcsEP/2eG516B0Liz+dM7sGzw7RV47GaG4Ntz83ll0w9sLFwKliIADEcQ/RuN5rlBtxPuH+TmExMRERFdTcu58Q6CDtfC+i9hzaQKB+gAN/duyodL9rL6QAabj2TRMVoXgyIiIiKVYciQITz11FN8//33BAWZ11iZmZk8/fTTXH755W6uTsqTMe1rAEJuGINhUXvDWu+Pt2HzdLB4wNivIPaSMw5fuGcjb/7+EfElyzAMB1jAo6QxVzX9C09efCN+Xl7VVLiIiIicjQJ0OXfdbjcD9E1fQ7P+0PWvFTosPNCbqzpFMnN9PJOW7uftG7pUbZ0iIiIi9cT48eO55JJLaNq0KXFxcQBs2LCB8PBwvvjiCzdXJ39WsHkLhVu2YNhsBI0a5e5y5ELt+BEWvWT+Pvxfpw3PnU4nUzYt4aMNn5FpbATMjpi+zov4a9vbuK/nlVj0YYqIiEiNowBdzl10N+h5N6z6GH74O5QUQs+7KnTo7f1imbk+ntmbEnhyeBvCAr2ruFgRERGRui8qKopNmzbx1VdfsXHjRnx8fBg3bhw33ngjNpvN3eXJn2R8PQ2AgGHD8AgNdXM1ckGStsB3dwEu6HEX9LjjlCFFJSVMWD6Lr3f/D7t1Pxjgchk0NLry9653cV3HftVft4iIiFSYAnQ5P8P/BRYbrHjfXFS0xA59/37WwzpGB9GjWQirD2Tw5YqDPDykdTUUKyIiIlL3+fn5cffdd7u7DDkLR3Y22XN+BCBk7A1urkYuSF4aTL0RivMgdgAMe63M7qzCfF5Z8iXzj3yNwyMFrOByetDMawBP9Lmbi2PbualwERERORcK0OX8GAYMfQVs3vD7WzD/H1BSAJc8dtZDb+8XawboKw9x36CWeNus1VCwiIiISN23bds2Dh06RFFRUZnt11xzjZsqkj/L+v4HXIWFeLVqiU/Xru4uR85XSRF8/VfIOgShzeH6yWA1v+1xODOd5xd/yqqj34M1x/xXt8OHjoFX8NyAu2ndKNKtpYuIiMi5UYAu588w/n979x0eRfW2cfy7u+m9QBJCb4LSpDdBmgIiioBdAXsBxa7Y6w+7vvYONkBBQEUU6QgEpEgXlF5CEiCk9915/5iQEAkQwiabzd6f69orM7MzZ57dJeHsM2eeA32fBi9/WPgiLHjRHIne+wnzuZO46Lxoaof5cyAlm5/WxXNVx7qVGLSIiIhI9bNz506uuOIKNm7ciMViwTAMACyFfTK73e7K8KSQYRhF5VvCrrmm6PMRN2MY8MsDsHc5+IbAtd9BQARZ+bmMnvUGq1KmY7Hmgg0s9jAuqDmUZ3rfTHRQqKsjFxERkXIo1wwl+/btY//+/UXrf/75J/fddx+ffPKJ0wITN3Lhw3BR4aQ5S16D3580O5Un4WWzMqpbAwC+WLar6AueiIiIiJTP2LFjadiwIUlJSQQEBLB582aWLFlChw4dWLRokavDk0LZq1eTt30HFn9/QnVXgPta+RH89TVYrDD8C6h5Dr9sW80FXw1hddpkLNZcvApiGVrnIVbcOI8PBt+v5LmIiIgbK1cC/brrrmPhwoUAJCQkcNFFF/Hnn3/yxBNP8Pzzzzs1QHET3e+Fga+Zy3HvweyHweE46e5XdaxLgI+NrQnpxO04UklBioiIiFRPcXFxPP/889SoUQOr1YrVauWCCy5g/Pjx3Hvvva4OTwodnfIdAKGXXootONjF0Ui5bJ8Hcx43ly9+kcx6Pbnxhxd4NO4W8r32gz2A4XUfYc1Nv/Jc35EEePu6Nl4RERE5a+VKoG/atIlOnToB8P3339OyZUuWL1/Ot99+y8SJE50Zn7iTzrfD4HcAC6z6FH6+Fxyl3y4c6u/N8PZ1AHMUuoiIiIiUn91uJ7gwIVujRg3i4+MBqF+/Ptu2bXNlaFKo4MgR0n7/HYCwqzV5qFs69A9MvRkMB7S9gZ9DO3DBN5ezLuN7LBYHkbRn2uAZPNPnRqzWcn3VFhERkSqoXDXQ8/Pz8fU1r6TPmzevaFKi5s2bc/DgQedFJ+6n/Ujw8oOZd5q3NRbkwpAPwXbiP7VR3RrwVdwe5m9NYtfhTBrWCHRBwCIiIiLur2XLlqxfv56GDRvSuXNnXn31VXx8fPjkk09o1KiRq8MTIGX6dMjPx69VK/xbtnB1OHKmso/C5GsgN5WcOp24LT+Cv/68HYuXA+yBXNt4LI/1uFqJcxERkWqoXP+7t2jRgo8++og//viDuXPnMmDAAADi4+OJjIx0aoDihtpcbdYCtHrBxu/hh5vNWer/o1HNIPo0j8Iw4Mvluys/ThEREZFq4sknn8RRWD7v+eefZ9euXfTo0YPZs2fzzjvvuDg6MRwOUr77HoDwa65xcTRyxuwFMHUUJO9gXVhtLrAYrMucicXioKalEzMvn8njF16r5LmIiEg1Va4R6K+88gpXXHEFr732GiNHjqRNmzYA/PTTT0WlXcTDtbgCbL4wdSRs+dFMoF85Ebz9Sux2c/eGLNiaxPer93H/RecQ6u/tmnhFRERE3Fj//v2Llps0acLWrVtJTk4mPDwci8XiwsgEIHPZMvL378caHEzIJQNdHY6cqTmPk7trEe9H1GBCiBdYEsEexPVN7uOxnirHIyIiUt2V6xJ5r169OHz4MIcPH+aLL74o2n777bfz0UcfOS04cXPNL4FrJ5slXf75FaZcC3lZJXbp3iSSc6KDyMqzM3X1PhcFKiIiIuK+8vPz8fLyYtOmTSW2R0REKHleRRRNHjpkCFZ/fxdHI2dk9RdsWD+Bq2JrMSE0ACwGUdYu/DhkppLnIiIiHqJcCfTs7Gxyc3MJDw8HYM+ePbz99tts27aNqKgopwYobq5JP7h+KngHwo4FMOkqyM0oetpisXBz94YATFi2mwK7w1WRioiIiLglb29v6tWrh91e+uTt4lr5CQlkLFwIQPg1Sri6k/R/5vHG8ue5sVY0O328wR7MiEbPMP/GT2kUEe3q8ERERKSSlCuBfvnll/PVV18BkJKSQufOnXnjjTcYMmQIH374oVMDlGqgYU+4cTr4BMPuP+DrKyAntejpIW1rEx7gzYGUbOb9nejCQEVERETc0xNPPMHjjz9OcnKyq0OR/0j5fio4HAR07Ihv48auDkfK6IcV07hm8b1MDA3GYbEQY+3Gz0Nm8nCP4a4OTURERCpZuRLoa9eupUePHgBMmzaN6Oho9uzZw1dffaVJiqR09brAyB/BLwz2/wlfXgZZ5hc8P28b13euD8AXS3e7LkYRERERN/Xee++xZMkSYmNjadasGe3atSvxENcw8vNJmToVgDCNPncLR7MyuGrKgzy39Vn2+tgIL4DbGj3F3Bs/pkGE7rYWERHxROWaRDQrK4vg4GAAfv/9d4YOHYrVaqVLly7s2bPHqQFKNVK7PYyaBV9dDgfXwcRLYcSPEFSTG7vW56PFO/hzdzIb96fSqk6oq6MVERERcRtDhgxxdQhSivRFiyg4dAhbRAQhF13k6nDkNL5dv4jXVj+P3esQWCwMzCzg3sumUadOC1eHJiIiIi5UrgR6kyZNmDlzJldccQVz5szh/vvvByApKYmQkBCnBijVTEwrGDUbvroMkjbDxEtgxE9Eh9Ti0ta1mLkungnLdvHm1ee7OlIRERERt/HMM8+4OgQpRcrkKQCEDRuGxcfHxdHIyRzJSufWn17g35zfsHgZRBUU8GRyOr2v+xFqK3kuIiLi6cpVwuXpp5/moYceokGDBnTq1ImuXbsC5mj0tm3bOjVAqYaimsNNv0JIHTj8D0wYCCn7uPkCczLRnzfEk5SW4+IgRURERETKL2/PHjKXLweLhbCrr3J1OHISX/+1gD6TL2N77q9YLAZXpGcw48BBeg9427yDVkRERDxeuRLow4cPZ+/evaxevZo5c+YUbe/bty9vvfWW04KTaiyyMdw0G8Lqw9FdMOESWgck06F+OPl2g29WqBSQiIiISFlZrVZsNttJH1L5jn73PQCBPS7Ap04dF0cj/3UoI43LJz/IqxvG4vA6jE9BIB8kJvP84WRCuj8IrTRZqIiIiJjKVcIFICYmhpiYGPbv3w9AnTp16NSpk9MCEw8QXt8cif7VZXBkO0y4hHu6fs7IPfDNyr3c3bsJft76wiciIiJyOjNmzCixnp+fz19//cWXX37Jc88956KoPJcjN5fU6dMBCL/mGhdHI/81Yc1c3l73Eg6vIwA0sXbly6MLCcnKgOaXQu8nXByhiIiIVCXlSqA7HA5efPFF3njjDTIyMgAIDg7mwQcf5IknnsBqLdfAdvFEobULa6JfDof+pueyUVwQ8jhL06L4aV08V3Ws6+oIRURERKq8yy+//IRtw4cPp0WLFnz33XfccsstLojKc6X//jv2lBS8atUi6MILXR2OFErMSOXWn59ld9488AJLQTj3tHiA29a9ARlJEN0SrvgY9H1WREREjlOunsETTzzBe++9x8svv8xff/3FX3/9xf/+9z/effddnnrqKWfHKNVdcDSM+gViWmHJTOIz41laWHbxxbJdGIbh6uhERERE3FaXLl2YP3++q8PwOEePTR565XAsKqFTJczetoaLvrvMTJ4D9b37MveqH7ltzw+QsAECasC1k8E3yMWRioiISFVTrgT6l19+yWeffcZdd91F69atad26NXfffTeffvopEydOdHKI4hECI2Hkz1C7PX75KUz2eQm/xL+I23HE1ZGJiIiIuKXs7Gzeeecdateu7epQPErOP/+QvXYt2GyEDVMd7arg3bgfeWT5HRheyVgKIri/xRvMuu5told/BH//BFZvuPobCKvn6lBFRESkCipXCZfk5GSaN29+wvbmzZuTnJx81kGJh/IPhxtnwqSrCNkbxzc+/+P9+cF0a3KzqyMTERERqdLCw8OxWCxF64ZhkJ6eTkBAAN98840LI/M86b/NASDowgvxjo5ycTRy7y/vsuDQp1isBkGOc5k6/CPqhEbA5hmw+GVzp0vfgvpdXRuoiIiIVFnlSqC3adOG9957j3feeafE9vfee4/WrVs7JTDxUH4hcMMPZH95JUEHljE2/hHy/u8DfGwVXIewwQUw6A047ouniIiIiLt46623SiTQrVYrNWvWpHPnzoSHh7swMs+TvmABAMEXXeTiSDxbXkEBV00bx47c37BYoI5XL3646nUCvH0hfh3MuMvcsctoaHejS2MVERGRqq1cCfRXX32VQYMGMW/ePLp2Na/Ux8XFsW/fPmbPnu3UAMUD+QTiP+oHNrx5Ga2z/4Sj/1b8OQ9vg5ZDzUS6iIiIiJsZNWqUq0MQIG//fnK3bgWrlaBemjzUVRIzUhk27W5SLRsA6Bo+go8ufRCr1QrpCTDlOijIhib94KLnXRytiIiIVHXlSqBfeOGF/PPPP7z//vts3boVgKFDh3L77bfz4osv0qNHD6cGKR7I2x+vG6ZyxQdf4+PI5Z6+TbigSY2KOdfqCbBpGix7Rwl0ERERcUsTJkwgKCiIK6+8ssT2qVOnkpWVxciRI10UmWfJKBx9HtC+PV4a+e8SGxJ2M2r2XeTb9mM4vBjReByP9LzKfDI/B6ZcD2kHoMY5MPwLsJXrK7GIiIh4kHL3FmJjY3nppZdKbFu/fj2ff/45n3zyyVkHJnJe7TB69R7AW/P+Ydtyb37v3IGoYD/nnyi4Fmz6Af6dA0lbIerE+v4iIiIiVdn48eP5+OOPT9geFRXF7bffrgR6JUmfNx+AoL59XByJZ/pxy0qeXPEA2NLAHsxznV9nWItu5pOGAT+PhQOrwS8Mrp0CfqEujVdERETcQwUXlhY5O3f3bkyL2BBSsvJ5YsYmDMNw/kkiG0PzQeZy3LvOb19ERESkgu3du5eGDRuesL1+/frs3bvXBRF5HntKCllr1gAQ3Levi6PxPG8unc4TK+8CWxpeBbWY2P/r4uQ5wPopsGEKWGxw1ZfmdwARERGRMlACXao0b5uV169sg7fNwtwtify4Lr5iTtR9rPlzw/dmXUQRERERNxIVFcWGDRtO2L5+/XoiIyNdEJHnyVi8GOx2fM85B5+6dV0djsdwOBzc/fNbfLH9WSzWfIIdLfjlyim0r31cgjzzMMx53Fzu/Tg06uWSWEVERMQ9KYEuVd65tUK4t09TAJ75aTNJaTnOP0ndTlC3M9jzYOWJtz+LiIiIVGXXXnst9957LwsXLsRut2O321mwYAFjx47lmmuucXV4HkHlWypfTn4el015gD+Sv8BiMajv3ZcFN3xFbEhEyR3nPA7ZyRDdsnjgjIiIiEgZnVEN9KFDh57y+ZSUlLOJReSk7uzVmDlbEth0II3HZ2zk0xEdsFgszj1Jt3vhu+th9efQ4wHwDXZu+yIiIiIV5IUXXmD37t307dsXLy+zi+9wOBgxYgT/+9//XBxd9efIySFj2TIAgvv2c3E0niE+LZnhP9xNunUzhmGhZ+RNvDdoLFbrf8aIbZ8HG74DLDD4HbB5uyReERERcV9nlEAPDT31JCuhoaGMGDHirAISKc2xUi6D313KvL+TmPHXAYa2q+PckzQbCBGNIXkH/PUNdLnLue2LiIiIVBAfHx++++47XnzxRdatW4e/vz+tWrWifv36rg7NI2TGxWFkZeEVE4Nfi/NcHU61t+bADm797S4KvA5iOLy5uemTPHBBKYO98jJh1v3mcuc7oE77yg1UREREqoUzSqBPmDChouIQOa3mMSHc1+8cXpuzjWd/2kz3JjWIDvFz3gmsNug2xuxkx30AHW8D2xn9ioiIiIi4VNOmTWnatKmrw/A4GQsWABDcp4/z75KUEn7YvJxnVz4EXulgD+GlLm9y+XmdS9950XhI2QshdaDPk5UbqIiIiFQbqoEubuWOno1oXSeUtJwCHp++EcMwnHuCNtdCQA1I3QtbZjq3bREREZEKMmzYMF555ZUTtr/66qtceeWVLojIcxh2O+kLFgKqf17RXl3yPc/8ORps6Xjb6/DtJd+ePHkevw7i3jeXL31T5RlFRESk3JRAF7fiVVjKxcdmZf7WJKavPeDcE3j7Q6fbzeXl74CzE/QiIiIiFWDJkiVccsklJ2wfOHAgS5YscUFEniN7/QbsR45gDQ4msGNHV4dTLTkcDm7/6TW+3vUCFmsBoUZrfr1qCq1jGpR+gL0Afr4XDAe0uALO6V+p8YqIiEj1ogS6uJ1zooMZ28+8NfnZnzeTkJrj3BN0vBW8/OHgetilL5wiIiJS9WVkZODj43PCdm9vb9LS0lwQkefIWDAfgKCePbGU8hnI2cnKz2XQ5LHEHf0KgMa+A5h3/QSig04xP9fKD82+vF8oDDjxzgwRERGRM+HSBPr48ePp2LEjwcHBREVFMWTIELZt23bKYyZOnIjFYinx8PNzYh1scQt39GxEmzqhpOcUMG76BueWcgmMhLbXm8vL33VeuyIiIiIVpFWrVnz33XcnbJ8yZQrnnadJLStS+jwzgR6s8i1Otz81mT7f3MD+gkUYhoXeNW5n5jWv4ed9igsVR3fDwv+Zyxe9AMHRlRKriIiIVF8uTaAvXryY0aNHs2LFCubOnUt+fj4XX3wxmZmZpzwuJCSEgwcPFj327NlTSRFLVXF8KZeF2w4xbc1+556g62jAAtvnQuIW57YtIiIi4mRPPfUUL7zwAiNHjuTLL7/kyy+/ZMSIEbz44os89dRT5W735ZdfxmKxcN999xVty8nJYfTo0URGRhIUFMSwYcNITEx0wqtwP7k7d5K3ezd4exPYs6erw6lWVu79l0unXUWmdSuGw5c7mr3AO4PuOfVBhgGzHoD8LKh/AbQbUTnBioiISLXm0gT6b7/9xqhRo2jRogVt2rRh4sSJ7N27lzVr1pzyOIvFQkxMTNEjOlqjCjxR0+hg7r/oHACe/3kLB1Ozndd4RCM4d7C5HPee89oVERERqQCDBw9m5syZbN++nbvvvpsHH3yQAwcOsGDBApo0aVKuNletWsXHH39M69atS2y///77+fnnn5k6dSqLFy8mPj6eoUOHOuNluJ1jo88DO3fGFhTk4miqj+82/MGt80Zg90rEYg/j1W4fc0/Xy09/4MZpsGM+2Hxh8NtgsVR4rCIiIlL9Vaka6KmpqQBERESccr+MjAzq169P3bp1ufzyy9m8efNJ983NzSUtLa3EQ6qP23o0pE3dMNJzC3jsh43OLeXSfaz5c8P3kBbvvHZFREREKsCgQYNYtmwZmZmZ7Ny5k6uuuoqHHnqINm3anHFbGRkZXH/99Xz66aeEh4cXbU9NTeXzzz/nzTffpE+fPrRv354JEyawfPlyVqxY4cyX4xYy5heWb+nX18WRVB8vLZrEC2vuBVsGPva6TB40iUuatT/9gVnJ8Ntj5nLPh6FG04oNVERERDxGlUmgOxwO7rvvPrp3707Lli1Pul+zZs344osv+PHHH/nmm29wOBx069aN/ftLL+Exfvx4QkNDix5169atqJcgLuBls/LGla3x8bKy+J9DTF3txFIudTpAva7gyIeVHzuvXREREZEKsmTJEkaOHElsbCxvvPEGffr0KVdie/To0QwaNIh+/fqV2L5mzRry8/NLbG/evDn16tUjLi7urON3J/lJSWSvXw9AUG/VPz9bDoeDm2b8jyl7xmOxFhDG+fx+zXe0iC7j97ffn4Ssw1Dz3OKBMCIiIiJOUGUS6KNHj2bTpk1MmTLllPt17dqVESNGcP7553PhhRcyffp0atasyccfl57gHDduHKmpqUWPffv2VUT44kJNooJ5sLCUywuzthCf4sRSLt3uNX+ungC56c5rV0RERMRJEhISePnll2natClXXnklISEh5ObmMnPmTF5++WU6dux4Ru1NmTKFtWvXMn78+FLP5ePjQ1hYWInt0dHRJCQknLTN6nhXaMbCRQD4tW6Nd3SUa4Nxc5m5uQycNIbVaZMBOMdvEPOvn0BkQHDZGti5CNZ9C1jgsnfA6xSTjIqIiIicoSqRQB8zZgyzZs1i4cKF1KlT54yO9fb2pm3btmzfvr3U5319fQkJCSnxkOrn1h6NaFuvsJTLdCeWcjlnAEQ2hdxUWPOlc9oUERERcZLBgwfTrFkzNmzYwNtvv018fDzvvvtuudvbt28fY8eO5dtvv8XPz89pcVbHu0LT588DILiPRp+fjbyCAgZMvoV4+x8YhpWLo+/mh6tfxsfLq2wN5GfDz/eZyx1vhbqdKixWERER8UwuTaAbhsGYMWOYMWMGCxYsoGHDhmfcht1uZ+PGjdSqVasCIhR3YbNaeG14G3y8rCz55xDfrXLSnQZWK3QbYy6v+BDs+c5pV0RERMQJfv31V2655Raee+45Bg0ahM1mO6v21qxZQ1JSEu3atcPLywsvLy8WL17MO++8g5eXF9HR0eTl5ZGSklLiuMTERGJiYk7abnW7K9SekUlWnFkaJ7ivEuhn45ppT5BiWY/h8Gb0eeN5Y8BdZ9bA4lfg6C4IjoW+T1dMkCIiIuLRXJpAHz16NN988w2TJk0iODiYhIQEEhISyM4uLsExYsQIxo0bV7T+/PPP8/vvv7Nz507Wrl3LDTfcwJ49e7j11ltd8RKkCmkSFcTDFzcD4MVf/uaAs0q5tL4GAmtC2n7YPMM5bYqIiIg4wdKlS0lPT6d9+/Z07tyZ9957j8OHD5e7vb59+7Jx40bWrVtX9OjQoQPXX3990bK3tzfzCyfPBNi2bRt79+6la9euJ223ut0Vmrl0KUZ+Pt716+HTpImrw3FbD/32Ef/mzgbghsaPclenS86sgYSNsOwdc3nQ6+Dn3v+uREREpGpyaQL9ww8/JDU1lV69elGrVq2ix3fffVe0z969ezl48GDR+tGjR7nttts499xzueSSS0hLS2P58uWcd955rngJUsXcfEFD2tcPJyO3gMd+2OCcUi7eftDpDnN5+TvgrPIwIiIiImepS5cufPrppxw8eJA77riDKVOmEBsbi8PhYO7cuaSnn9kcLsHBwbRs2bLEIzAwkMjISFq2bEloaCi33HILDzzwAAsXLmTNmjXcdNNNdO3alS5dulTQq6x60gsvIAT36YvFYnFxNO7p89Vz+C3hQwA6hFzLYz2vPrMGHHb46V4w7HDuYGg+qAKiFBEREQGL4bRi0e4hLS2N0NBQUlNT3X7ki5Ru56EMBv7fH+QWOPjfFa24rnO9s280KxneagH5WXDjTGjc++zbFBEREY9SWf3Qbdu28fnnn/P111+TkpLCRRddxE8//VTu9nr16sX555/P22+/DUBOTg4PPvggkydPJjc3l/79+/PBBx+csoTLf7lzn9zIz+ef7hfgSEuj/rffENC+vatDcjtLdm1m9MKbwJZNjLUbc67/EKv1DMd2rfgQfnsMfENh9EoIUUlPERERObXy9kGrxCSiIs7UqGYQD/c3S7m89MsW9h/NOvtGAyKg7Q3m8vLyT8wlIiIiUtGaNWvGq6++yv79+5k8efJZt7do0aKi5DmAn58f77//PsnJyWRmZjJ9+vQzSp67u6zVq3GkpWGLiMD//PNdHY7b2ZtyiHsW3AO2bPzsjZh25VtnnjxP2QfzXzCXL3pWyXMRERGpUEqgS7V0U/eGdKgfTmaenUedVcql62iwWGHHfEjYdPbtiYiIiFQgm83GkCFDzmr0uZwoff4CAIJ698JylpO2epqs/FyumnEXDq9DWArC+Wbwh4T6BZxZI4YBvzwI+ZlQryu0G1UhsYqIiIgcowS6VEs2q4XXrmyDn7eVZduP8O3KvWffaHgDOO9ycznuvbNvT0RERETcimEYxfXP+/Z1cTTuxeFwcOXUh8m0bsNw+PJaz/+jWc3YM29o8wz4dw5YvWHw/8GZjl4XEREROUPqbUi11bBGIA/3bw7A/2b/zb5kJ5Ry6XaP+XPjVEg9cPbtiYiIiIjbyP37bwoOHsTi709gt26uDsetjPnl/9ibvxDDsHBH86fo37TtmTeSfRR+fdRc7vEg1Gzm3CBFRERESqEEulRrN3VrQMcG4WTl2Xlk2gYcjrMs5VK7PdS/ABwFsPJD5wQpIiIiIm7hWPmWwO7dsPr5uTga9/Fu3I8sOTIBgJ6RN3FP18vL19DvT0FmEtQ4B3o84MQIRURERE5OCXSp1qxWC68NN0u5xO08wrcr95x9o8dGoa+eCDmpZ9+eiIiIiLiFovItfVS+pazm/PsXH299AYvFoJ53b94bNLZ8De36A/762lwe/A54+TovSBEREZFTUAJdqr0GNQJ5dIBZymX8r1vPvpRL04uhRjPIS4c1XzohQhERERGp6vL2HyB361awWgnq3cvV4biFfw8f5OEl92Gx5hLoaMbUK1/DWp6a5fk5MOs+c7n9TVC/q1PjFBERETkVJdDFI4zs2oBODSPIyrPz8LT1Z1fKxWqFbmPM5RUfQkGec4IUERERkSorY4E5+jygXTu8wsNdHE3Vl5qTxXU/3YnhlYy1oCbfX/EhAd7lHDX+x+twZDsExUC/Z50ap4iIiMjpKIEuHsEs5dIaf28bK3Ym8/WKsyzl0vpqCIqG9HjYPN05QYqIiIhIlXWs/nlQP5VvOR2Hw8GwqfeRY9sJdn/e6/Me9cJqlq+xxC2w9C1z+ZJXwT/MaXGKiIiIlIUS6OIx6kcG8thAs5TLy79uZc+RzPI35uULne8wl5e/C8ZZTk4qIiIiIlWWPSWFrNWrAQjuqwT66dzy48skOuIwDCv3tX6BHg3PK19DDgf8fC84CqDZIDj3MucGKiIiIlIGSqCLR7mxS326NIogO9/Ow9M2nF0plw43g3cgJG6CHQucF6SIiIiIVCkZixeD3Y7vOefgU7euq8Op0sYv/o7VaZMBGBBzF7d06F/+xlZ/DvtXgU8wXPIaWCxOilJERESk7JRAF49itVp4dVgbAnxs/LkrmS/jdpe/Mf9waDfCXF7+jlPiExEREZGqJ32eWf88qG8fF0dStc3csoJvd74CQBPfgbw+4M7yN5Z6AOY9Zy73ewZCazshQhEREZEzpwS6eJx6kQGMKyzl8spvW9l9+CxKuXS5Cyw22LkIDm5wToAiIiIiUmU4cnPJWLYMgOA+Kt9yMhsSdvPUigexWPMJMVrx3fD/lb8xw4DZD0NeOtTpBB1ucV6gIiIiImdICXTxSNd3rk/XRpHk5Dt4eNr68pdyCa8PLYaYy8vfdVp8IiIiIlI1ZMbFYWRl4RUdjV/LFq4Op0o6kpXOqNl3gy0Nr4Ja/DDsfXy8vMrf4N8/wbZfwOoNg/8PrPraKiIiIq6jnoh4JKvVwqvDWxPgY2PV7qNMWL67/I11u8f8uekHSN3vlPhEREREpGrImG+Wbwnu2weLanCfoMBuZ9jUe8i37QN7IJ/0/4CY4PDyN5idArMfMZcvuA+iyzkBqYiIiIiTKIEuHqtuRADjLjkXgFd+3crCbUnlayi2LTToAYYdVnzoxAhFRERExJUMu530BQsBCOqr8i2luXH6cxxhDYbDxuPtX6FjnSZn1+C8ZyEjASKbQI+HnBKjiIiIyNlQAl082vWd6jGoVS3y7A7u+HoNf/x7qHwNdR9r/lwz0Rw1IyIiIiJuL3v9BuxHjmANCiKwY0dXh1PlPDVvIpuyZgAwvP4DXNvmwrNrcE8crJlgLg/+P/D2O8sIRURERM6eEuji0axWC29fcz4XnRdNXoGDW79czfIdh8+8oSb9oOa5kJdhJtFFRERExO1lLDDLtwRdeCEWHx8XR1O1fLt+ETP2vw1Aq8AreLbPiLNrsCAXfr7XXG57IzS44OzaExEREXESJdDF43nbrLx3XVv6NI8it8DBLRNXs3LnkTNrxGIproW+8iMoyHN+oCIiIiJSqdLnFdc/l2Ir9/7Ly2sew2KxE0kHvrrimbNvdOlbcPgfCIyCi184+/ZEREREnEQJdBHA18vGB9e3o+c5NcnOt3PTxFWs2ZN8Zo20Gg5BMZB+EDZNq5hARURERKRS5O7cSd7u3eDtTWDPnq4Op8qIT0vmzrl3gy0TH3tdfrjyHbxstvI1lp8DqQdgx0L44w1z28BXwP8sJiEVERERcTIvVwcgUlX4edv45Mb23PrlapZuP8zIL1bx9S2daFuvjB14L1/ocqc58dHyd6HNtebIdBERERFxO+nzzdHngZ07YwsKcnE0VUNOfh5XTh9NgVcCFnsoX17yEZEBweaT9gLIToasI6U8CrdnHi65np9Z8gRN+0OLKyr/hYmIiIicghLoIsfx87bx6YgO3DTxT1bsTGbEF3/y7a2daV0nrGwNtL8JlrwOSVtg+3xo2q9C4xURERGRipGh8i2mIzvg0DbIOsIDf31PmtduvBwWPiaUlrNugazCpHhOavnat3pBQCREt4TBb2sAioiIiFQ5SqCL/Ie/j43PR3Zk1IQ/WbX7KDd+bibRW9YOLcPBYdBuJKx4H5b/nxLoIiIiIm4oPymJ7A0bAAjq48EJ9JUfw6+PAPB9cBB/1IgA4JVDSXTK2lPKARaz/EpA5HGPCPNnYI3St/uGKGkuIiIiVZoS6CKlCPT1YsJNnRjx+UrW7k3hxs9XMvn2LjSPCTn9wV3uMicS3bUE4tdB7PkVHa6IiIiIOFHGwkVgGPi1aoV3dLSrw3GNZe/A3KcAWFDzHF4KzAFgeEF9Lu46qjAJ/p+kuH8YWMtZD11ERESkitIkoiInEeTrxcSbO9GmbhhHs/K5/tOV/JuYfvoDw+pCy6Hm8vJ3KzZIEREREXG69AXHyrf0dXEkLrLktaLk+bq2tzDW34LDAjHW7jx100/Q40FoPwrOvRTqd4Wa50BgpJLnIiIiUi0pgS5yCiF+3nx1cyda1g7hSGYe1366ku1JGac/sNs95s/NMyBlb8UGKSIiIiJOY8/IJGt5HOCB9c8NAxb+Dxa8CMDh7g8y8vA6sGXjZ2/MtCvfxGrVV0gRERHxLOr9iJxGqL8339zSmXNrhXA4I5frPl3BrsOZpz6oVhtoeCEYdljxYeUEKiIiIiJnLXPpUoz8fLzr18OnSRNXh1N5DAPmPQuLXzHXL3qe245k4PA6hKUggkmXfUioX4BLQxQRERFxBSXQRcogLMCHb2/tTLPoYJLSzST63iNZpz6o+73mzzVfQvbRig9SRERERM5a+vzC8i19+mLxlMktDQPmPA7L3jbXB7zMgpje/JszB4DRrR6laY1arotPRERExIWUQBcpo4hAH769rTNNooI4mJrDtZ+uYF/yKZLojftCVAvIz4TVEyovUBEREREpFyM/n4zFiwEPKt/icMDsh2DFB+b6oDdwdLqDJ5f8D4vFQRjnc0enS1wbo4iIiIgLKYEucgZqBPky6dbONKoRyIGUbK77bAXxKdml72yxFNdCX/kRFORWXqAiIiIicsay1qzBkZaGLTwc/7ZtXR1OxXM4YNZYWPUZYIHL3oWOt/J/cT+Sbt2M4bDxWu8nXR2liIiIiEspgS5yhqJC/Jh0WxfqRwawLzmbaz9dQUJqTuk7txwGwbGQkQgbp1ZuoCIiIiJyRtLnmeVbgnr3xmKzuTiaCuaww4+jYe1XYLHCFR9BuxGk52Yzces7ALQMGkyXes1cHKiIiIiIaymBLlIOMaF+TL6tC3Uj/NlzJIvrPl1BUlopSXQvH+hyp7m8/F1zlI+IiIiIVDmGYZC+oLD+eb++Lo6mgtkLYPrtsH4SWGww7DNocw0A9//2Dg6vw2AP4f8GPuTiQEVERERcTwl0kXKKDfNn0q1dqB3mz87DmVz32UoOpZdSpqX9KPAJhkNb4Z/fKj1OERERETm93L//piD+IBY/PwK7dnV1OBWnIA+m3QSbpoHVG66caN41CWxO3MeK5O8BGFLvNqKDQl0YqIiIiEjVoAS6yFmoGxHA5Nu6UCvUj+1JGdzw2UqSM/NK7uQXCh1uMpdnPwRZyZUfqIiIiIicUvr8BQAEXtAdq7+/i6OpIAW58P0I+PsnsPnA1d/AeZcVPX3/7y9hsebha2/IM71vdGGgIiIiIlWHEugiZ6leZACTbutCVLAv2xLTueGzlaRk/SeJfuGjENkE0g7AT/eAYbgmWBEREREpVfr8wvItfapp+Zb8bJhyHfzzK3j5wbWTodmAoqe/37iUg45lAIzr/Bhe1b0GvIiIiEgZKYEu4gQNawQy+fYu1AjyZcvBNG78/E9Ss/OLd/ANgmGfm7fJbp0Fq79wXbAiIiIiUkLe/gPkbt0KVitBvXu5Ohzny8uESVfD9nngHQDXfQ9N+hU9XWC38+qqlwGItfVgWIturopUREREpMpRAl3ESRrXDGLybZ2JDPRh44FURnzxJ2k5xyXRY8+Hi54zl+c8DolbXBKniIiIiJSUscAs3xLQrh1e4eEujsbJctPh2yth12LwCYIbfoBGF5bY5ekFE8m17cFw+PJ//R93UaAiIiIiVZMS6CJO1DQ6mG9v60x4gDfr96Uw6os/ycgtKN6h813Q5CIoyIFpN5u30oqIiIiISx0r3xLUt5qVb8lJha+Hwp5l4BsCN86A+iVHlyekH+XnfZ8D0D3yGprXrOOKSEVERESqLCXQRZyseUwI39zamVB/b9buTeHmCavIyitMolutMORDCIyCQ3/DnCdcG6yIiIiIh7OnpJC1ejUAwX37uDgaJ8o+Cl8Ngf1/mpPaj5gJdTudsNu9v74OtnSsBTV5s/89lR6miIiISFWnBLpIBWgRG8o3t3Qm2M+LP3cnc/PEVWTn2c0ng2rCFR+Zy6s/h79/dl2gIiIiIh4uY/FisNvxbdoUn3r1XB2Oc2QegS8HQ/xa8I+AkbOgdvsTdvtj1xa2ZP0CwK3njSXQ17eyIxURERGp8pRAF6kgreqE8tXNnQjy9WLFzmRu+2o1OfmFSfQmfaHbvebyj2Mgdb/rAhURERHxYOnzzfrnQf2qSfmWjCT48lJI2AiBNWHUL1Crdam7jlv8EhaLnRCjFfd0vbySAxURERFxD0qgi1SgtvXC+fLmjgT62Fi6/TBD3l/G9qR088k+T0FsW8hJgem3g8Pu0lhFREREPI0jN5eMpUsBCO5TDRLoaQdh4iBI2gJBMTBqNkSfV+qu76/4mVTLBgzDyks9NXGoiIiIyMkogS5SwdrXj2DizZ2oEeTD1oR0Ln13KVP+3Ith84Zhn4NPkDmx0x9vuDpUEREREY+SGReHkZWFV3Q0fi1buDqcs5O6HyZeAof/gZDacNNsqHlOqbtm5uby6ea3AWjmP5BejVpWYqAiIiIi7kUJdJFK0LFBBLPH9qBH0xrk5Dt4bPpGxkz+i9SAejDoTXOnReNh7wrXBioiIiLiQTIKy7cE9+2DxWJxcTRn4egemHAJJO+EsHpm8jyy8Ul3f+j397F7JYE9iHcHPlKJgYqIiIi4HyXQRSpJVLAfX97UiXEDm+NltfDLhoNc8n9/sCbsImh9NRgO+OFWyD7q6lBFREREqj3D4SB94UIAgty5fEvyTrNsS8oeCG9olm0Jb3DS3bcdimfp4ckADKpzM7EhEZUUqIiIiIh7UgJdpBJZrRbuuLAx0+7qRr2IAA6kZHPVxyv4OOgujPCGkLoPfh4LhuHqUEVERESqtez167EfPow1KIjATh1dHU75HP7XHHmeug8im8JNv0JY3VMect/v/wNrDj72erzY9+ZKClRERETEfbk0gT5+/Hg6duxIcHAwUVFRDBkyhG3btp32uKlTp9K8eXP8/Pxo1aoVs2fProRoRZzn/Lph/HLvBVx+fix2h8H4BfE8absfw+oFW36EtV+5OkQRERGRai1j/nwAgnr2xOLj4+JoyiFpq5k8Tz8INc81y7aE1DrlITO3rGBf/hIAHu7wKF42W2VEKiIiIuLWXJpAX7x4MaNHj2bFihXMnTuX/Px8Lr74YjIzM096zPLly7n22mu55ZZb+OuvvxgyZAhDhgxh06ZNlRi5yNkL9vPm7avP540r2xDgY+Pb/TV427jGfPLXR+HQ6S8miYiIiEj5pB+rf97PDcu35OfAlGshMwmiW8GoWRAUdcpDHA4HL60Yj8ViEGPtxjWte1ZSsCIiIiLuzWIYVadWxKFDh4iKimLx4sX07Fl6h+7qq68mMzOTWbNmFW3r0qUL559/Ph999NFpz5GWlkZoaCipqamEhIQ4LXaRs7HzUAb3TP6LLfEpfOn9Cj1tG3FEtcB62wLw9nN1eCIiIuIE6ocWc/V7kbtzJzsvGQTe3pwTtxxbUFClx3BWFr8GC1+EoBi4Ow4CTl/H/LkFXzNt36sYDh+mDJxBy5h6lRCoiIiISNVR3j5olaqBnpqaCkBExMk7gHFxcfTr16/Etv79+xMXF1fq/rm5uaSlpZV4iFQ1jWoGMf3ubtxyQWMezL+Lw0YI1qTNpPw0ztWhiYiIiFQ76YXlWwI7d3a/5PnRPfDHG+byxS+WKXl+KCONH3Z/DEDn8CuVPBcRERE5A1Umge5wOLjvvvvo3r07LVu2POl+CQkJREdHl9gWHR1NQkJCqfuPHz+e0NDQokfduqeeVEfEVXy9bDx56Xm8OuoinreNASBs4xf8MesrqtCNIiIiIiJuL2OemUAP7tvHxZGUw5zHoSAb6l8ArYaX6ZCxv72OYUvFWhDJmwPureAARURERKqXKpNAHz16NJs2bWLKlClObXfcuHGkpqYWPfbt2+fU9kWcrXfzKJ68byy/Bg0FoMWqcTz59VxSs/NdHJmIiIiI+ys4dIjsDRsACOrjZgn0f+fC1llgscGg18FiOe0hK/f+y4b0nwG44ZwxhPoFVHSUIiIiItVKlUigjxkzhlmzZrFw4ULq1Klzyn1jYmJITEwssS0xMZGYmJhS9/f19SUkJKTEQ6Sqiwrxo/+9H3IoqDkRlgwG/fsMg/9vEWv2HHV1aCIiIiJuLX3hQjAM/Fq1wvs/d7ZWaQW58Osj5nKXuyDq3DId9vDCF7FYCwhynMuD3YdWYIAiIiIi1ZNLE+iGYTBmzBhmzJjBggULaNiw4WmP6dq1K/MLaxYeM3fuXLp27VpRYYq4hNXHj5qjvsXuFUA32xYuTZ/KVR/H8f7C7dgdKukiIiIiUh7H6p+7XfmW5e9A8k5z4tALHy3TIZ+umsNR1mIYVl7o8QRWa5UYPyUiIiLiVlzagxo9ejTffPMNkyZNIjg4mISEBBISEsjOzi7aZ8SIEYwbVzyR4tixY/ntt99444032Lp1K88++yyrV69mzJgxrngJIhWrRhNsg14D4EHvqbQ2/uG1Odu48fOVJKbluDg4EREREfdiz8gkK24FAMF9+7o4mjNwdA8sOW7iUL/T31WblZ/LBxteB6CJ38X0a9KmIiMUERERqbZcmkD/8MMPSU1NpVevXtSqVavo8d133xXts3fvXg4ePFi03q1bNyZNmsQnn3xCmzZtmDZtGjNnzjzlxKMibu3866HlMGw4+CbsE6J8clm+4wgD3l7C/L8TT3+8iIiIiACQuXQpRl4e3vXq4dOkiavDKbtyTBz66O8fU+CVAPYA3h3wWAUHKCIiIlJ9ebny5IZx+jIUixYtOmHblVdeyZVXXlkBEYlUQRYLXPoW7F9FYMpe5jebyTWHb2XzwXRu+XI1o7o1YNwlzfH1srk6UhEREZEqLX3BsfItfbGUYQLOKuH4iUMvea1ME4fuOJLAosRvwAYXx46iblhkJQQqIiIiUj2pCJ6IO/ALhWFfgMVG8L8/MvOCPdzc3ZwzYOLy3Vzx/nK2J2W4OEgRERGRqsvIzydj0WLAjeqf/3fi0OjzynTY2Dkvgy0bb3sdxve7rQIDFBEREan+lEAXcRd1O0KfJwDw/u1Rnu7qzRejOhAR6MOWg2kMfncp36/aV6Y7O0REREQ8jpcXDSZ9S9TDD+Hftq2roymboolDo8s8cegv21azO28BAGPPfwgfL5fedCwiIiLi9pRAF3En3e+DBj0gPxOm3UyfJmH8NrYH3ZtEkp1v55EfNjB60lriU7JP25SIiIiIJ7FYLPg2aULkLbdgsblB6buUvcdNHPpSmSYOdTgcPL/8f1gsBjUsHRnZzo0mShURERGpopRAF3EnVhsM/QT8IyBhA8x7jqgQP76+uTOPDGiGzWph9sYE+ryxiDfn/kNWXoGrIxYRERGR8vht3BlPHPryH9+RZf0Xw+HF632fqOAARURERDyDEugi7iYkFoZ8YC6veB/+nYvVauHuXk34cXR3OjWMICffwTvz/6X364v4Yc1+HA6VdRERERFxG//OO+OJQ49mZTBlu9lHbBsylPa1G1d0lCIiIiIeQQl0EXfUbCB0usNcnnEnpCcC0LJ2KN/d3oUPr29H3Qh/EtNyeXDqeoZ8sIzVu5NdGLCIiIiIlElBLvz6sLl8BhOH3vvrWxheKVgKwnhn4P0VGKCIiIiIZ1ECXcRdXfQ8RLeErMMw4w5wOACzvufAVrWYe/+FPDawOUG+XmzYn8rwj+IYPWkt+5Kzzu68hgH5OU54ASIiIiJygnJMHLrmwA7+SpsOwDVN7iY8IKgiIxQRERHxKBbDMDyqtkNaWhqhoaGkpqYSEnL6iXhEqrRD2+DjC836mBc9D93HnrhLei5vzt3GlFX7MAzw8bJy6wUNubt3E4J8vUpvtyAPUvdB8i44uguO7jYfyYXLBdnQ+hoY+DL4hVbkKxQREak21A8tpvfiJFL2wnudzL7W0M+g9ZVlOqz3Vzdz2FhFgOMc4kZOxWrVOCkRERGR/ypvH/Qk2TMRcQs1m5lJ7J/HwvznocEFULt9yV2CfRk/tDU3dmnAC7O2ELfzCB8s2sGvq7Yyrosv/WKysabsOi5BvgfS9oPhOPW510+C3X+Y9dgb9qy41ygiIiLiKcoxcejENfM4bKzCMCw80+1xJc9FREREnEwJdBF3124k7FgAW36EabfAHUvALwTsBZB2oHD0+C7OO7qbSWG7SKv1L9ajuwm2Z8KyU7TrHQDhDSC8ofkzomHxekYi/Hi32faXg6HLaOj7NHj7VcYrFhEREal+yjFxaE5+Hv+37nXwggY+fbikWfvTHiMiIiIiZ0YJdBF3Z7HA4P+DA2vNciuf9gHDbt4C7CgouStwfMGVQ4Sx2xHFXiMKnxqN6dqhPTXqNjcT5UFRJ//iVqMJ3LkMfn8S1kyAFe/DjvlwxccQe34FvVARERGRaqqcE4c+Pu9zCrwOgN2fdwaPq8AARURERDyXEugi1YF/OAz7DCYMhCP/Fm+3+UBY/RNHkIc3gPD6WPO8+Gnev3y7cg+Og+Az28pN3UMY3SeCkNONevINgsFvQ7NL4KcxcGgrfNYXej0G3e8Hm/68iIiIiJRJOSYO3ZtyiLkHJ4INekXfQKOI6IqNUURERMRDaRJRkepk9zLzy9exhHlwLbDaTnvYtoR0XvxlC3/8exiAyEAfHrj4HK7uUBcvWxnqaGYegVn3wd8/met1Opqj0SMbl/+1iIiIVDPqhxbTe3Gcck4cevnkB9mZ9zteBTEsGzGLAG/fCg5URERExL2Vtw+qGWZEqpMG3aHdjdCwB4TWKVPyHKBZTDBf3dyJCaM60qhmIEcy83hixiYufXcpy7YfPn0DgZFw1VdwxSfgGwr7V8FHF8Cqz8CzrtGJiIiInJlyTBw6e9saduTOBeDu1g8peS4iIiJSgZRAFxEALBYLvZtHMee+njw7+DxC/b3ZmpDO9Z+t5NYvV7HzUMbpGoA2V8Pdy6FhT8jPgl8ehG+HQ9rBynkRZyo3A3YshPxsV0ciIiIinqgcE4c6HA6eXfYCFotBDUsHbuvYvxICFREREfFcSqCLSAneNiujujdk8cO9GNWtAV5WC/P+TuLit5bwwqwtpGbln7qB0Dpw448w4GXw8oPt8+DDrrBpeuW8gNMxDNj3J/w4Gl4/B74eAhMHQVayqyMTERERT3L8xKGd7yzzxKHPLPiKbNsODIc3b130TAUGKCIiIiKgBLqInERYgA/PXtaC3+7rSZ/mURQ4DD5fuotery/ky+W7yS2wn/xgqxW63AW3L4Za50P2UZh2E/xwq7nsChmHYPm78H5n+Pwi+OsbyM8EixUOrIEJl1TdkfIiIiJS/Sx/t3ji0F6PlemQ/anJzNz7MQBdI67l/FoNKjBAEREREQFNIurqcETcxpJ/DvHiL1v4J9Es5RIR6MPw9nW4pmNdGtUMOvmB9nxY/Cr88QYYdgiOhSEfQOPeFR+0ww47FsDar2DbbHAUmNu9A+C8IdBuBPiHw9dXQHo8hNWDET9CRKOKj01ERDyO+qHFPP69KDFx6KfQ+qoyHTZkysPsyP0NW0EUy26YTaCvap+LiIiIlFV5+6BKoItImRXYHUxetY/3FvxLYlpu0faujSK5tnM9+reIxtfrJBOX7l8N02+H5B3meqc7oN+z4BPg/ECP7jZHmK+bBGkHirfXbg9tb4SWw8DvuN//o3vMUi7HRoHdMB1iWjo/LhER8Wjqhxbz+PdiyvVm7fP63WHUL2WqfT572xoeibsJi8XgnvNe5faOAyshUBEREZHqQwn0MvL4zrqIExTYHSzcdojJf+5l0bYkHIV/RcIDvM1R6Z3q0bi0Uel5mTD3aVj1mbke2RSGfmwmts9Wfg78/TP89RXsWlK83T8cWl8D7W6E6BYnPz49Eb4ZCombwC8Urp8GdTudfVwiIiKF1A8t5tHvxb/z4Nth5sShdy4tU+3zArudbl8OI9u2gxqWjiwc8UUlBCoiIiJSvSiBXkYe3VkXqQAHUrL5ftU+vl+9j4OpOUXbOzeM4LrO9ejfIgY/7/+MSt8+D2aOhowE88vjhY9AjwfB5n3mARzcAH99DRu+h5yUwo0Ws0RM2xuh+SDwKuPtzdkpMOkq2LfSLPNy9TfQpO+Zx+QKGUmw7lto1Btiz3d1NCIiUgr1Q4t57HtRkAsfdDHveusyGgb8r0yHPTlvAj8eeBPD4c03A6ar9rmIiIhIOSiBXkYe21kXqWAFdgeL/zFHpS/YWjwqPSzAm2Ht6nBtp7o0iQouPiArGX55EDZPN9dj28HQT6BG09OfLDsFNk0za5sfXF+8PbQunH89tL3erGdeHnmZ8N2NsGM+WL1h2GfQYkj52qos236FH8dA1mFzvdWV0OdJCG/g0rBERKQk9UOLeex7seR1WPCCWTJuzOqSJeVOYn9qMgN/GAS2DLqEjeDTyx+uhEBFREREqh8l0MvIYzvrIpXoYGo236/az3er9hJ/3Kj0Tg0iuLZzXQa2rFU8Kn3jNPjlAchJBS9/uOh56HgrWK0lGzUM2L3UHG2+5UcoKGzX5mOOMm97IzTqBdaT1GA/EwV5MP022DITLFYY/I5ZAqaqycuEOU/AmgnmenCsORkqmO9Lx1uh58MQEOG6GEVEpIg79EPHjx/P9OnT2bp1K/7+/nTr1o1XXnmFZs2aFe2Tk5PDgw8+yJQpU8jNzaV///588MEHREdHl/k87vBeOJ0mDhURERFxKSXQy8gjO+siLmJ3GCz55xCTCkel2wuHpYf6ezO0XW2u7VSPc6KDIfUA/Dgadi40D2zUG4Z8ACGxkHbQLE3y1zdwdFdx41HnmUnz1ldDYKTzg3fYYdb9sPZLc/3iF6HbPc4/T3kdWAM/3FY8KWvXMdDnKTi0FeY9AzsXmdt9Q+CC+6HLXeDt77JwRUTEPfqhAwYM4JprrqFjx44UFBTw+OOPs2nTJrZs2UJgYCAAd911F7/88gsTJ04kNDSUMWPGYLVaWbZsWZnP4w7vhdN9d4M5X8sZTBz6y7bVPBp3MxaLwb3nvc5tHftXQqAiIiIi1ZMS6GXkkZ11kSogITWHqav3MWXVPg6kZBdt71A/nGs71WNQq2j8/ppgTjJakG1O5FmnI+xYAIbD3NknGFoNg7YjoHa7Mn3xPCuGYSajl/2fud7jQTNJXdHnPRV7ASx9Cxa/DI4Cc9T5FR+ao++Pt30+zH0GEjea68Gx0PtxOP8654zSFxGRM+aO/dBDhw4RFRXF4sWL6dmzJ6mpqdSsWZNJkyYxfPhwALZu3cq5555LXFwcXbp0KVO77vhenJXt8+AbTRwqIiIi4krl7YNaT7+LiMjZiwn1456+TVnySG8m3tSR/i2isVktrN5zlAenrqfT/xbwbGJ3dg7/zayHnpNqftk0HFCvK1z+ATy0DQb/H9RpXzlJbIvFLCnT9xlz/Y83zLrtDkfFn7s0R3fDxEGw8EUzed7iCrhr2YnJczAnP71jCVzxiVkbPj0efhoDH10A/8wxLw6IiIicRmpqKgAREWY5sDVr1pCfn0+/fv2K9mnevDn16tUjLi7OJTFWeQW5MPsRc7nznWVKngM8u/Arsm07MBw+/N/FT1dggCIiIiJyKl6uDkBEPIvNaqFXsyh6NYsiKS2HqWv2M/nPvew/ms3E5buZuBw61n2WJ877gxZhDrzbXVu2iUUrUo8HwD8MZj0Aqz83k/tXfAQ278o5v2HA+snml++8dHMk/qDXzfI1p7qQYLVCm6vhvMth1afmxGVJW2DSVVD/AvPiQJ32lfMaRETE7TgcDu677z66d+9Oy5YtAUhISMDHx4ewsLAS+0ZHR5OQkHDStnJzc8nNzS1aT0tLq5CYq6Tl75ol14KioddjZTpkf2oyP+79BGzQLfIaWsc0qNgYRUREROSkNAJdRFwmKsSP0b2bsOTh3nx1cycGtozBy2ph1b4MhqxtS7tlnRm3JJs1e47i8mpTHW6G4Z+D1Qs2TYMp10FeVsWfNysZpo6EmXeZyfN6Xc1R522uKfsofG8/s3772HXQ7V6w+cKepfBZH5g6CpJ3VuQrEBERNzV69Gg2bdrElClTzrqt8ePHExoaWvSoW7euEyJ0Ayl7zQvYYM6n4le2W4XH/DoebBnYCqJ5q/+9FRigiIiIiJyOEugi4nJWq4We59Tkwxvas3xcHx4Z0Ix6EQGk5xYw+c99DPtwOX3fXMwHi7aTkJrjukBbDoNrp4CXP/z7u1nLNCe14s63YyF82A22/Ggm7vs8ZU46Fl6/fO35h8PFL8A9a6DNdYAFNs+A9zrC7Ich45BTwxcREfc1ZswYZs2axcKFC6lTp07R9piYGPLy8khJSSmxf2JiIjExMSdtb9y4caSmphY99u3bV1GhVy1zHjfndqnfHVpdWaZDftm2mu05cwAY3fphAn19KzJCERERETkNTSIqIlWSw2Gwclcy09bsZ/bGg2Tn2wGwWqBH05oMb1+Hi86Lxs/bBRNi7omDSVdDbirEtIYbpkNQTee1n58DC16AuPfM9cgmMPRTc+JUZ0rYZE6Sun2eue4TDN3HQte7wSfQuecSERG36IcahsE999zDjBkzWLRoEU2bliyjdmwS0cmTJzNs2DAAtm3bRvPmzTWJ6H+Vc+LQrl8OI8e2g5qWTiwY8XklBCoiIiLiGcrbB1UCXUSqvIzcAmZvPMi01fv5c3dy0fZQf28uaxPL8PZ1aF0nFEtlTCx6zMEN8M1QyDxkJrhvnAlhTrgdPXEz/HAbJG021zvcbN7yXZEJ7Z2LYe7TcHCduR4UA73Hwfk3gE1TZYiIOIs79EPvvvtuJk2axI8//kizZs2KtoeGhuLv7w/AXXfdxezZs5k4cSIhISHcc889ACxfvrzM53GH9+KsFOTCB13N2uddRsOA/5XpsCfnTeDHA29iOHyYNPAH1T4XERERcSIl0Muo2nfWRaq53Ycz+WHtfn5Ys5/448q5nBMdxPD2dRjStjZRwX6VE8zh7fD1EEjdByF1YMTM8k946nDAyo9g3rNgz4WAGnD5+9BsgBMDPs35N0+H+c9Dyh5zW41zoN+z0OySstdbFxGRk3KHfujJLkZPmDCBUaNGAZCTk8ODDz7I5MmTyc3NpX///nzwwQenLOHyX+7wXpyVJa+bd5MFRcOY1WWqfb4/NZmBPwwCWwZdw0fwyWUPV0KgIiIiIp5DCfQyqvaddREP4XAYLN9xhKlr9vHbpgRyCxwA2KwWep1Tkys71KFP82h8vCp4qofU/fD1FXD4HwiINMu5xJ5/Zm2kxZuThO5cZK437Q+XvwdBUc6O9vQKcmH1F7D4VcguHO1frytc9DzU7VT58YiIVCPqhxar1u9Fyj5zfpGCbLMEW+urynTY5ZMfZGfe79gKoll2wy+qfS4iIiLiZEqgl1G17qyLeKi0nHxmrT/ItDX7WLs3pWh7eIA3l59fm+Ht69CydmjFBZB52KxxenAd+IaYE4026F62YzfPhJ/HQk6KOTlp/5fMsi2uHvGdkwpL34YVH5oJAIBzB0PfZ6FGE1dG5l62zzdHITYbAF3vAavm7hbxZOqHFqvW78WU62HrLHPi0FG/lOn/9F+2rebRuJuxWAzua/E6t3ToXwmBioiIiHgWJdDLqFp31kWE7UkZ/LB2P9PX7icxLbdo+7m1QswSL+fHEhlUASO6ctJg8rWwZyl4+cFVX8E5p/jym5MGvz0G674112udD8M+K38JmIqSFg8L/2fGaTjMidDaj4Jej7lmhLy7yMs068qv+qx42zkD4IqPwD/cdXGJiEupH1qs2r4X/86Fb4dr4lARERGRKkgJ9DKqtp11ESmhwO7gj+2HmbZmP3M3J5JnN0u8eFkt9GkexZUd6tKrWU28bU4cEZyfDVNvgn9+BasXXPExtBp+4n57V8D02wtrjVugxwNw4WPg5eO8WJwt6W+zPvs/v5nr3oHQ/V7oOgZ8g1waWpWz70+YcQck7zTXzx0M//xu1rYPqwdXfgm127k2RhFxCfVDi1XL9yI/Bz7oAkd3mf8/9n+pTIc9MfcLfop/SxOHioiIiFQwJdDLqFp21kXklFKy8vh5fTxT1+xnw/7Uou01gnwYcn5tBraK4fy64disTiibYs+HmXfDxu8BCwx6HTreWvzc4lfgjzfM0dyh9WDox1C/29mft7LsXgZzn4IDa8z1wChzNHq7EWDzdm1srlaQB4tfhqVvmZ9vSG1zItjGveHgevh+BBzdDTYfGPgKtL/J9aV6RKoSw4D4tRBat9re4aJ+aLFq+V4sehkWjYfgWjBmFfgGn/aQ4ycO7RY+ko8ve6gSAhURERHxTEqgl1G17KyLSJltS0hn2pp9zPjrAIcz8oq2hwd4c+E5NendPIoLz6lJWMBZjAZ3OODXR2DVp+Z6nyehxVCYfltx4rn1NXDJq+BXgbXZK4phwJaZMP/54lHWkU2g37PQ/FLPTAonbobpd0DiRnO99TVmktw/rHif7BTz4sq2X4r3ufRN8Ams7GjL59A/sGYCBEVDiyEQ3sDVEUl1krofZj8M22aDbyhc9n/Q4gpXR+V06ocWq3bvRfJOeL+LebfR8AnQcmiZDtPEoSIiIiKVRwn0Mqp2nXURKZd8u4PF2w7x4/p4Fm9LIi2noOg5qwXa1Qund/Mo+jSPonlMMJYzTQobhlk7fMmrhY16gyPfTJhf+ha0HObEV+MiBXmwZqI5qj7rsLmtbme46Hmo18WloVUahx3i3oMFL4I9D/wjYPDbcN7lpe9vGLDs/8yLD4Ydos4z6+VXtdr3x8vLhCWvwfL3zH/Dx9RubyY4W1wBoXVcF5+4N4cd/vwUFrwAeRkln2t7Awx81X0uMpWB+qHFqtV7YRgw6Sr493do1AtunKmJQ0VERESqICXQy6haddZFxCkK7A7W7k1hwdYkFm5NYltieonnY0P96NU8ij7NoujWJJIAH6+yNx73Psx53Fxu2BOGfAShtZ0YfRWQkwbL3zFfa36Wua35pdD3Gah5jmtjq0jJu2DmXbA3zlw/ZwAMfgeCo09/7O6lMO1myEgEnyC4/L2qN9rWMGDrLPhtHKTuM7c17mOWItqzzCxTc0ydTuZoy/Muh5BY18Qr7idhI/x0r1m2Bcx/R4PegC0/mqWuMMy7W4Z9DrHnuzJSp1E/tFi1ei/+ngXfXW9eLL87rkwXRUtOHNqZBSM+O+0xIiIiInJ2lEAvo2rVWReRCrH/aBYLtx1i4dYklu84TE5+caLQx8tKl0aR9GlWkz7No6kXGXD6BrfPh6wj0HI4WJ04aWlVk55g1n5d+5WZXLXYzNrovR6D4BhXR+c8hmG+xjmPmyNmfYJgwMvmaNkzuVMhPQGm3QJ7lprrne8yR+9Xhclkj+yAXx+F7XPN9dB6MPBlaHaJ+RrTE+Hvn2DzDNizHDjWlbBAva7mxYDzLi/bxQTxPHlZ5nwBy98z78TwDTFLQLW/qfhv5K4/zMmW0+PNpGS/Z6DLaLf/G6p+aLFq817kZcJ7nSBtP/R4EPo+XabDjp84dMrAGbSMqVfBgYqIiIiIEuhlVG066yJSKXLy7cTtPMLCrUks2JrE/qPZJZ5vXDOQPs2j6N08ig71I/Dxcu/kjlMc2gbzniuu9e0dAN3uMR9lmFCtSktPMEfM/jvHXK/fHYZ8UP564PYCs3TFsrfN9Tqd4MqJrrtLIT/bnAR16dtmHV+rN3S/F3o8BD4nuViUFg9bfoLN02HfyuOesECDC8xk+rmXQVDNyngFUtVtnwezHoCUPeb6uZeZZVpCap24b1Yy/HSPeScEmHdADPnIrS/MqB9arNq8F/OeNf9uhtaD0StP/rfyOPtSjnDJ9Es1caiIiIhIJVMCvYyqTWddRCqdYRhsT8pgQWEyffWeo9gdxX9Cg3y96NG0Br2bR9GrWU2igv1cGG0VsCcO5j4F+1eZ64E14cJHof0osHm7NLRy2TwDZt0P2UfB5mOOMnTWiNits2HGnZCbCgGRMOwzM1lYmf6ZY07ieCyx2ag3XPI61GhS9jZS98PmmeZ7dWB18XaL1SxhdCyZHhDh1NDFDWQcgjnjYONUcz2ktvnvq/klpz7OMMzJa397HAqyIaAGDPkQzrm44mOuAOqHFqsW78Whf+DDbub8ENdMguaDynRY8cShMSy7YZYmDhURERGpJEqgl1G16KyLSJWQmp3P0n8Ps2BrEov/SeJwRl6J51vXCaV3M3N0euvaoVitZzgRaXVgGGapj3nPQfIOc1tEY7Mcw7mXnVnJE1fJPgqzH4GN35vrMa3hio8h+jznnid5F3w/AhI2ABbo/bg58ruiS1Yc3WPWOT92x0BwLAz4H5w35Ow+n6N7YMtMM5ke/1fxdovNnGSv5VAz2eQffhbBS5VnGPDXN/D7k5CTAlig853Q54kzuyMlaSv8cAskbjLXO99lln3xdq8LleqHFnP798Iw4KvLYNcSaNofrvuuTH8zf/57FeNW3oLFYnB/ize4uYN7XgwSERERcUdKoJeR23fWRaRKcjgMNhxIZeHWJBZuS2LD/tQSz0cE+tC1USRdG0fSvUkNGkQGYHGH5LGz2PNhzURY/ApkHjK31elo1vyu382loZ3SjgUwc7RZh9ligx4PQM9HKq5OeX4O/PoIrP3SXG/SD4Z+WjEjtgtyzclfl7xhjuy1ekGXu8y7BJxdaid5Z+HI9OnmxJHHWL3NkfYtrjBHIvuFOve84lqHt8Os+2D3H+Z6dCu47P+gdvvytZefA/OegZUfFbc3/HOo2cwp4VYG9UOLuf17sXGaeVHHyw/uXgERDU97iDlx6FBybDs1caiIiIiICyiBXkZu31kXEbeQlJ7DosKJSP/49zAZuQUlnq8V6kfXxpF0a1yDro0jqR3m76JIK1luOix/13zkZ5nbml1ijiStSkmwvEyY+wys+tRcj2gMQz+BOh0q5/zrJpnlYgpyIKQOXPUV1Cln0rE0OxaY5VqObDfX618Ag16HqHOdd46TObzdHJW+eQYkbS7ebvMxLxi0GArNBrh/vXxPVpBn1vVf8rpZS9/L37yjosvdYPM6+/b/mQMz74asw2bbA8abpaHc4KKk+qHF3Pq9yEmD9zpCRgL0ehx6PVqmwzRxqIiIiIhruWUCfcmSJbz22musWbOGgwcPMmPGDIYMGXLS/RctWkTv3r1P2H7w4EFiYmLKdE637qyLiFvKK3CwYX8Ky3ccYfmOw6zdk0Ke3VFinwaRAXRtXINujc1R6jWCqnk91PQEWPQyrP0KDLtZI7vtjdBrXOmTCVamfatgxh3FJWc63Q79nivTxHBOlbAJvr/RHL1t9TaThB1vPbskYeoBmPO4WVoFIDAK+r8Era50TfIxaasZy6bpcHhb8XYvf2h9FXS6DWJaVX5cUn574uDnscWfZ5N+MOiN8k+0ezLpCea8ATsXmuvnDobB71T5+vrqhxZz6/fit8dhxfsQ3tAcfV6GUkLHTxzaPWIUHw1+sBICFREREZHjuWUC/ddff2XZsmW0b9+eoUOHljmBvm3bthIvMioqCmsZa8S6dWddRKqFnHw7a/YcZfmOwyzbfoQN+1Nw/OcvcbPo4MIR6pF0bhRJqL8bTrpZFof+gfnPwdZZ5rp3AHQdDd3uBb9K/htdkGeWmFn6JhgOsxb4kPcrfzLP4+Wkwo+j4e+fzfWWw2Hw/4Fv0Jm1Y8+HFR/AolcgP9O8YNHpDug9rmqUTTEMSPrbLPGyaXrxxQuAel3NCwfnXlZxpXMqQsImWD/ZHOUf3QJi25mlS1x9gaiiZKeY5VXWTDTXA2vCgJeh5bCKuzjjcJhJzHnPmZM4Bsead4o07FEx53MC9UOLue17kbgZPuphXvy9/gdo2q9Mhx0/cejyEbMI8K7mF8pFREREqiC3TKAfz2KxlDmBfvToUcLCwsp1HrftrItItZWWk8+qXcmFI9SP8PfBtBLPWy3QsnZoUcmXjg3CCfBxQhmEqmTvCvj9Kdj/p7keUAPqd4WgGAiKhuDowuUoCI4xk3NWm/POn7gFZtxeXJ+79dUw8JWqMcGlYUDc+zD3aTNhU6MZXP112Uve7PoDZj8Eh7aa63U7myOCq+rIbsOAvXHw5yfmhQNHYfmjoGizTEf7m6puEjojCTZ8D+unQOLG0vcJrmUm0mPbQu125s+q8O+svAzDLMfz22OQkWhua3ujOb9BZY0Gj/8Lpt1SeOHFAj0ehF6Pga3qXXhUP7SYW74XhgETBpp/o84dDFd/U6bDNHGoiIiISNXgUQn0+vXrk5ubS8uWLXn22Wfp3r17mc/jlp11EfEoyZl5rNhplntZvuMIOw9llnje22bh/LphRSVf2tYLw9fLiclkVzEMcyT6vGeLa3OfjMVqJtmLEuulJNmDos3HqUqvOOxmcnrBC2DPA/8IuPQtaDHEma/MOfbEwbSbIP0geAfCZe9Aq+En3z89AX5/EjZONdcDaphJzTbXQhnv2nK5tIPmiOY1E4qTs1YvaH6pWVqnfjfX173Oz4Fts83R5tvnmxc5wKzp3mwg1Otm1no/sBaStph3N/xXRGMzqV67nTlSvVZr8HaDeRFS9sIvD8G/c8z1yKbmHRINyt4vc5rcDDOJ/9fX5nqdjuYEvGWY2LEyqR9azC3fi3WTYOZd5t1SY1ZBaJ3THnL8xKFR1i7Mv/HTSghURERERErjEQn0bdu2sWjRIjp06EBubi6fffYZX3/9NStXrqRdu3alHpObm0tubm7RelpaGnXr1nWvzrqIeLSE1Bzidh5m+XZzhPqBlOwSz/t5W+lQP4KujSPp2CCC1nVC8fN244S6Pd+c5DJlr5kEzkg0H+kJ5gjfzKTSk5An4xtSnEw/PskeFAV/fQN7lpn7nTPArKEcHF0xr8sZMpLgh1tg1xJzveNtZg1zr+NKAdgLzMlPF/4PctMAC3S4Gfo+5b4jnQvyYOvP8OdnsHd58fao88zyLq2vPvOyNmfDMGDfSjNpvmkG5KYWP1eno3mRouXQE9/vvEw4uAHi18KBNWZS/eiuE9u3epkTutZuX1z6pWZz50zA6Qz2AvjzY1jwklkSyOptjvru8UDJf4uusGk6/Hyf+Zn4BJsXxFpf6dqYjuOWSeMK4nbvRfZReLeDOXltv2fhgvvLdNjjcz/n5/i3MRy+TBk4XROHioiIiLiQRyTQS3PhhRdSr149vv7661Kff/bZZ3nuuedO2O42nXURkeMYhsG+5GyzfvqOI8TtOMzhjLwS+3hZLZwXG0LbumG0qx9Ou3rh1An3x+LqkbrO4rBD5uH/JNYLk+slEu6JUJB9+vZ8gswJOtve6PrRzGXhsJvJ8T9eN9drt4crJ0JYPbMUzi8PQuIm87nYdma5ltqlX2R2SwmbzAsEG76H/Cxzm28InH+dmUyv0bTizn10N6z/zkycH5/4Dq0Lba6B1tdAjSZn1mZWcmFC/dhjjXmR6L+8A6BWm8KEeuEjvGHl/5uNXwc/3wsH15vr9brB4LfLXlKoMqTshR9ug30rzPXW18Cg18E32LVx4YZJ4wrkdu/FLw/Cqs/MMlp3Li3TnAyaOFRERESkavHYBPrDDz/M0qVLiYuLK/V5jUAXkerMMAz+Tcpg+fbDxO08wtq9KRxKzz1hvxpBvrSrZybU29YNo3WdMPx93HiUelkYhjkC+4TE+nHLAZHQ56kqV+ahTP6ZA9Nvh5wUc6Rzo15mLWoAvzBzhGS7ke5TruVMZaeY5RRWfVZy0tFGvc3yLuf0d06d/Jw02PKjmTQ/drcCmBdezrvcHG1ev7vz3mfDgLQDxSPUD6wxk9Z56Sfu6x9enFAPrGmWNrJYCn8e/7Adt1za81bzvTrV8xarWZN+xQfmHSB+oWZJoLYjqua/MXuBeZFp8StmvOENYdjnUKe9S8Nyu6RxBXKr9yL+L/ikN2DAyJ+hYc8yHXZs4lCvghiWaeJQEREREZfz2AT6RRddRHBwMNOnTy/T/m7VWRcROUOGYXAgJZu1e1NYu+cof+09yub4NAocJf/Ue1ktnFsr5Likejh1I6rRKHVPcXQPfD8CDq4r3tb2Ruj3HARGuiysSuVwwM4FZnmXf34DCv+th9aDDjeZFxHO9L1w2GHnQlg32azLX5BT+ITFvFDR5lo491LwCXTiCzlVPA448u9xCfW15oS39rzTH1sRWgyFAS9X7XJHx+xdAT/cCqn7zNI4vZ+A7ve5LOmvfmgxt3kvHA74vJ/5u9dyOAz/vEyHHT9x6AMt3+Sm9hdVcKAiIiIicjpumUDPyMhg+3Zzori2bdvy5ptv0rt3byIiIqhXrx7jxo3jwIEDfPXVVwC8/fbbNGzYkBYtWpCTk8Nnn33Gu+++y++//07fvn3LdE636ayLiDhJTr6dTQdSWbv3KGv3pLB271GSTjJKvW29MNrVC6ddPQ8ZpV4d5OeYk6Ambobej0PdTq6OyHWO7obVX8Dar8x6xQA2X7MeeafbzHI3p5K4xRxpvuF7syzQMTWawfnXQqurILR2hYV/RgryzFI98WsLR6hnmiOty/QwzIsEp3recJgToh6/3T8cLnwMzrnY1a/+zGSnwKz7iu/QaNgTrvgYQmIrPRT1Q4u5zXuxeoL578cnGO5ZbU5SfRqaOFRERESkanLLBPqiRYvo3bv3CdtHjhzJxIkTGTVqFLt372bRokUAvPrqq3zyySccOHCAgIAAWrduzdNPP11qGyfjNp11EZEKYhgG8ak5rN1z1Eyq701hS3wq+faS/x3YrBbOrRVcmFA3HxqlLm4hP9ucTPLPT0qOzo9tZ5Z3aXEFePuZ2zIOwaZpZuL8WF1vAP8IaDXcrG0e28496uPLyRkGrPsWZj9iTnzqHwFDPoRmAyo1DPVDi7nFe5F5BN5rb16Q6z8eut5dpsMemfMJvya8q4lDRURERKoYt0ygu4JbdNZFRCpZTr6dzfGpRSPU1+49SmJaaaPUfWhfP5yujSLp2rgG50QHKaEuVZdhmGUX/vwUNk8vLnkSEGmWYTmyA7bPBUeBud3qbdZOb3MtNL24TJMEips5vB1+uNm8WDJ8gnl3QiVSP7SYW7wXP46Bv76G6JZw+2KweZ32kM2J+7jml6Fgy6FHxM18MPj+SghURERERMpCCfQycovOuohIFRCfkl2i7MvmUkap1wjyoUujSLo2jqRb4xo0iAxQQl2qpoxD8NdXsOoLSNtf8rnYdmbSvOUwz6kd78kK8sza9pWcPAf1Q49X5d+LfX/C54V1y2/+Hep1Pu0hDoeDXl/fxFHW4mtvwPIRM/DxOn3SXUREREQqR3n7oOrRiYhIqWLD/IkN8+fS1madYHOUehp/7kpm+Y7DrNqdzOGMPGZtOMisDQcBqBXqVzg63XzUCQ9w5UsQKRZUE3o8CN3GmpONbpkJoXWg9TUQ1dzV0Ull8vJxSfJc3Ii9AH55wFw+/4YyJc8BXl86jaOsxTCsvNTjeSXPRURERKoJjUAXEZFyyStwsH5/Csu3H2H5jsP8tTeFPLujxD71IgLoVphM79ookqgQPxdFKyLieuqHFqvS78XKj+HXR8AvDO5ZA4E1TnvIvpQjXDJ9MNjSaRM0nG+GPVPxcYqIiIjIGdEIdBERqVQ+XlY6NoigY4MIxvZrSk6+nTV7jrJ8x2Hidhxh/f5U9iZnsTc5iymr9gHQuGYg3RrXoFvjSLo0iiQ8UDWmRUSkCklPhAUvmst9ny5T8hzg9l+eAVs6toJoPrz0kQoMUEREREQqmxLoIiLiFH7eNro3qUH3JmayISO3gFW7konbaY5Q3xyfxo5Dmew4lMnXK/YAcG6tEHOEeqNIOjWKIMTP25UvQUREPN3cpyA3DWLbQvtRZTrk89Vz2F+wGMOw8GiHpwj29a/YGEVERESkUimBLiIiFSLI14vezaPo3TwKgNSsfFbsOkLcDvOxLTGdvw+m8ffBND5fugurBVrVDqVr4xp0bRzJubWCqRnkq0lJRUSkcuxeChu+Ayww6E2w2k57yNGsDN5ZPx68oLHvRVzb5sKKj1NEREREKpUS6CIiUilCA7zp3yKG/i1iADiUnsuKnUeI22km1HcdzmT9/lTW70/lo8U7ADMJXz8ygAY1AmkYGWj+rBFAg8hAIgJ9lFwXERHnsOfDLw+Zyx1ugtrtynTY7bP+h8PrCBZ7GB9f+mQFBigiIiIirqIEuoiIuETNYF8Gt4llcJtYAA6mZhO34wjLdxxh1e5k9iVnkZFbwOb4NDbHp51wfLCfFw1rBNKwRiANIgt/FibaQwNUCkZERM7Aig/h0N8QEAl9nirTITO3rODvrFlYLHDbuQ8RExxewUGKiIiIiCsogS4iIlVCrVB/hrarw9B2dQDILbCzLzmb3Ycz2X0kk12FP3cfziI+NZv0nAI27E9lw/7UE9oKD/AuMWq9eDmAYNVZFxGR46UegEUvm8sXPQ8BEac9JCs/l+dXPIfFZhBl7cI9XS+v4CBFRERExFWUQBcRkSrJ18tGk6ggmkQFnfBcTr6dPUeyjkuqFyfYE9NyOZqVz9G9Kfy1N+WEY2sE+RSNWK8XEUB0iB9RIb5Eh/gRHeJHeIC3SsOIiHiSOY9DfibU7QxtrivTIff88jb5tv1gD+CTS1+o4ABFRERExJWUQBcREbfj522jWUwwzWKCT3guK6+A3YeziketH5dcP5yRV/RYvedoqW372KzUDPYlujCpHhXsS1Rhcv3YtuhgP0L8vZRoFxFxd9vnw5aZYLHCoDfAaj3tIUt2bWbl0SlYrDC0/t00joyp+DhFRERExGWUQBcRkWolwMeL82JDOC825ITn0nPy2X04i12Fo9b3H80iKT2XxLRcktJyOJKZR57dwYGUbA6kZJ/yPL5e1qKkelTw8aPYfYkO9itMuvsS5KtEu4hIlVSQC7MfNpc73QExrU5/iN3OQwufwmIrINhoyTO9b6zgIEVERETE1ZRAFxERjxHs502rOqG0qhNa6vN5BQ4OZZjJ9MS0XJLSc0gsXE5MyyEpLZfE9BxSsvLJLXCwNzmLvclZpzxngI9ZiqZl7VBaFT7OiQ7Gx+v0oxxFRKQCLX8HkndAUDT0HlemQx6b+ynZtn8xHD68e/GLWMswYl1ERERE3JsS6CIiIoV8vKzUDvOndpj/KffLybdzKP1Ygj23KMmelJZD4nHb0nMKyMqznzDZqY/NSrOY4BJJ9WYxSqqLiFSao3tgyRvm8sUvgV/pF1aPtylhL3MOfg5W6FVzBO1rN67gIEVERESkKlACXURE5Az5eduoGxFA3YiAU+6XnWcnPjWbLfFpbDqQysYDqWw6kEpaTgEbC9cnF+7rbbPQLCaYVrVDixLrzWKC8fWyVfwLEhHxNL89BgXZ0KAHtBp+2t0dDgd3zXkCrDn42hvy5oDRlRCkiIiIiFQFSqCLiIhUEH8fG41rBtG4ZhCD28QCYBgGe5OzihLomw6ksulAGqnZ+Ww6kMamA2nAPsBMqp8TXTKp3ryWkuoiImdl22+wbTZYveCS16EM81S88sdUUliHYdh4uecL+Hjpa5SIiIiIp1DPT0REpBJZLBbqRwZSPzKQS1sXJ9X3JWeXSKpvPJBKanY+m+PT2ByfBqvMpLqX9bikep3CpHpMMH7eSqqLiJxWfjb8+oi53HU0RDU/7SF7Uw4xacfbYIO2wcPo16RNxcYoIiIiIlWKEugiIiIuZrFYqBcZQL3IAAa1rgWYSfX9R09Mqqdk5bPlYBpbDqbx3eripHrDGoHEhPoRE+JHdIgf0aF+RAf7EhNqrtcI8sVmPf0oSxGRau2PNyFlD4TUhp6PlOmQ22Y9A7YMbAUxfHDpQxUcoIiIiIhUNUqgi4iIVEEWi6WozvolrUom1Y8l048l1o9m5fNvUgb/JmWctD2rBWoG+xIT4kdUiJlojwn1I+q4JHt0iB8hfl5YylDOQETE7eSkwcqPzOUB48E36LSHfLLqV+Ltf2AYFsZ1fJpg31NPMi0iIiIi1Y8S6CIiIm7i+KT6wOOS6gdSstlxKJPEtByS0nJISMshMS2XxLQcEtNyOJSei8OgcFsukHrSc/h5W0sk2aNDfIuS6zGhftQO8yc6xE+j2UXE/fiFwO2LYMN3cO5lp939SFY67294BbygiV9/rm7do+JjFBEREZEqRwl0ERERN2axWKgTHkCd8ICT7lNgd3AkM4+E1JyipHpiWm5hor14PTU7n5x8B7uPZLH7SNZJ2/O2Wagd5k/dCPO8dSP8qRtuJvbrRQQQHuCtUewiUjVFNobej5dp19t/fgmH1xEsBWF8POzJCg5MRERERKoqJdBFRESqOS+btWgU+alk59lJSs8xE+3puSQWJtwT0nJISsvlYFo2B1NyyLcbp0yyB/rYSk2uH1sO9FX3Q0Sqtumb49iWPRuLBe5o8QjRQaGuDklEREREXETfYEVERAQAfx8b9SMDqR8ZeNJ97A6Dg6nZ7EvOZt/RLPYnZ7HvaDb7krPYdzSLxLRcMvPsbE1IZ2tCeqltRAT6mAn1cP/Cn8XJ9dgwf3y8rBX1EkVETisrP5cXVjyLxcsgxtqN0V0GuzokEREREXEhJdBFRESkzGzW4pIxXYk84fmcfDsHUgoT6v9Jru9LziY1O5/kzDySM/NYvy/lhOOtFogJ8Ss8h3/hI6DoZ60wP7xtSrCLSMUZ88ubFHjFgz2Qjwc/7+pwRERERMTFlEAXERERp/HzttG4ZhCNawaV+nxaTn5hcj2b/UeLk+x7k7PYfzSLnHwH8ak5xKfm8OfuE49Xgl1EKtKinZv48+h3WKwwvMFoGkVEuzokEREREXExJdBFRESk0oT4edMiNpQWsSfWEzYMg0MZuexLzuZAiplg3380u/BhLucVKMEuIhWjwG7nkUVPYbHZCTFa8VSv610dkoiIiIhUAUqgi4iISJVgsViICvYjKtiP9vXDT3je4TA4nJl7QlK9vAn2yCAfwgK8CfU3f4b5exethxYuhwV44+9tw2KxVPwbICIu9cjvn5Bt247h8OG9/i9htepim4iIiIgogS4iIiJuwmotTrC3q1e2BPuB/yTYc49LsJeVj81K6MkS7Me2BfgULYcVPh/s54XVqsS7iDvYkLCb3xM+x2KFPlGjaBvb0NUhiYiIiEgVoQS6iIiIVAunS7AbhsHhjLyiZPrRrDxSsvLNR3YeqVn5pGbnk5JtbkvNziPfbpBnd3AoPZdD6blnFo8FwgJ8iA3zo3aYP7Fh/tQ+9gg31yMDfTS6XcTFHA4Ho397Eos1Fz97I17vf5erQxIRERGRKkQJdBEREfEIFouFmsG+1Az2pW0pCfb/MgyDrDx7YUL9xAT7saR70XJ2AalZeaRk55OVZ8dhQHJmHsmZeWw6kFbqOXy9rCWS67FFyXU/6oQFEBPqh4+XykiIVKTxS6aQYlmPYdh45cIX8PHSVyQRERERKabeoYiIiEgpLBYLgb5eBPp6UTvM/4yOzS2wk5qdz+H0POJTsolPzebAUXNy1AMp2cSnZJOUnktugYOdhzPZeTjzJDFAzSDfohHrdf6bbA/zJ8TfS6PYRcppd3ISU3a+CzZoFzKcPo1buzokEREREalilEAXERERcTJfLxtRwTaigv04Lzak1H3yChwkpOaUSKofOFqYbC9czi1wkJSeS1J6Ln/tTSm1nSBfL6JDfIkO8SM6xI+oEF+igv2KtkUFm+v+PrYKfMUi7un22c+ALQOvglp8OOhhV4cjIiIiIlWQEugiIiIiLuDjZaVeZAD1IgNKfd4wDJIz84qS6/uPZhOfkmMm2gu3HcnMIyO3gIxDBew4VPoo9mNC/LyKEuzRwX5EFSbXzcS7+bNmsC9+3kq0i2f4+M/ZHLQvxTAsjOv0NIG+vq4OSURERESqICXQRURERKogi8VCZJAvkUG+tK4TVuo+2Xl24lOzSUzLISktl8S0HBLTcklKL1xPzyExLYecfAdpOQWk5WTwb1LGKc8b6u9NdOEo9qjjRrFHBvni723D18tqPk627GXD22ZRWRmp0g5lpPH+xlfAC5r6DeCqVhe4OiQRERERqaKUQBcRERFxU/4+NhrXDKJxzaCT7mMYBum5BSQdl1xPLEy2J6XnFm1PTMsht8BBarY5Weo/iadOtJ+K1WKWsfH1Lk6qm4n245aPbf/PPhFBPsSG+hMT6ketUD9iQv3w9dKoeHGuO2a9hOGVjKUggk+GPenqcERERESkClMCXURERKQas1gshPh5E+LnTZOo4JPuZxgGaTmlJ9oPpedyJNOc9DQ330Fugd1cLnCQm1+8fIzDgOx8O9n5dqe8hshAH2qF+RET4k9smJlUP5Zkjw31JzrUV0l2KbNpG5fxT86vWCxwV6tHqRlU+jwFIiIiIiKgBLqIiIiIYCbaQ/29CfX3pmn0yRPtJ2MYRnFSvcBemGg/Ltl+isR7zrHlfDuHMnJJSM3hYKpZ7z23wMGRzDyOZOax6UDaSc9fI8incNS6f9HIdSXZ5b8yc3N56c/nsXgZ1LJ2565Ol7g6JBERERGp4pRAFxEREZGzZrFY8PO2FU5C6u2UNg3DICUrn4OpORxMzS75MyWHhLTiJPvhjDwOZ5Q9yT6yawMuaFrDKXGK+xg9+3UKvOLBHshHg59zdTgiIiIi4gaUQBcRERGRKslisRAe6EN4oA/nxZZeZqO8SfZLW9eq5FcjrhaflsyalJlghSsbjqFRRLSrQxIRERERN6AEuoiIiIi4rTNJssenZpOQmkN8ag7t6oVXcqTiarEhEbx74QQ+WTuNJy+8ztXhiIiIiIibUAJdRERERKq145PsLWJDXR2OuFCvRi3p1ailq8MQERERETdidXUAIiIiIiIiIiIiIiJVkRLoIiIiIiIiIiIiIiKlUAJdRERERERERERERKQUSqCLiIiIiIiIiIiIiJRCCXQRERERERERERERkVK4NIG+ZMkSBg8eTGxsLBaLhZkzZ572mEWLFtGuXTt8fX1p0qQJEydOrPA4RURERERERERERMTzuDSBnpmZSZs2bXj//ffLtP+uXbsYNGgQvXv3Zt26ddx3333ceuutzJkzp4IjFRERERERERERERFP4+XKkw8cOJCBAweWef+PPvqIhg0b8sYbbwBw7rnnsnTpUt566y369+9fUWGKiIiIiIiIiIiIiAdyqxrocXFx9OvXr8S2/v37ExcX56KIRERERERERERERKS6cukI9DOVkJBAdHR0iW3R0dGkpaWRnZ2Nv7//Ccfk5uaSm5tbtJ6WllbhcYqIiIiIiIiIiIiI+3OrEejlMX78eEJDQ4sedevWdXVIIiIiIiIiIiIiIuIG3CqBHhMTQ2JiYoltiYmJhISElDr6HGDcuHGkpqYWPfbt21cZoYqIiIiIiIiIiIiIm3OrEi5du3Zl9uzZJbbNnTuXrl27nvQYX19ffH19Kzo0EREREREREREREalmXDoCPSMjg3Xr1rFu3ToAdu3axbp169i7dy9gjh4fMWJE0f533nknO3fu5JFHHmHr1q188MEHfP/999x///2uCF9EREREREREREREqjGXJtBXr15N27Ztadu2LQAPPPAAbdu25emnnwbg4MGDRcl0gIYNG/LLL78wd+5c2rRpwxtvvMFnn31G//79XRK/iIiIiIiIiIiIiFRfFsMwDFcHUZlSU1MJCwtj3759hISEuDocEREREfEQaWlp1K1bl5SUFEJDQ10djkupTy4iIiIila28/XG3qoHuDOnp6QDUrVvXxZGIiIiIiCdKT0/3+AS6+uQiIiIi4ipn2h/3uBHoDoeD+Ph4goODsVgslXruY1c5NNLG8+iz92z6/D2bPn/Ppc/es5X2+RuGQXp6OrGxsVitLq2k6HKu6pPr99Kz6fP3XPrsPZs+f8+mz99zObM/7nEj0K1WK3Xq1HFpDCEhIfql9VD67D2bPn/Pps/fc+mz92z//fw9feT5Ma7uk+v30rPp8/dc+uw9mz5/z6bP33M5oz/u2UNfREREREREREREREROQgl0EREREREREREREZFSKIFeiXx9fXnmmWfw9fV1dShSyfTZezZ9/p5Nn7/n0mfv2fT5V036XDybPn/Ppc/es+nz92z6/D2XMz97j5tEVERERERERERERESkLDQCXURERERERERERESkFEqgi4iIiIiIiIiIiIiUQgl0EREREREREREREZFSKIFeSd5//30aNGiAn58fnTt35s8//3R1SFIJnn32WSwWS4lH8+bNXR2WVJAlS5YwePBgYmNjsVgszJw5s8TzhmHw9NNPU6tWLfz9/enXrx///vuva4IVpzrdZz9q1KgT/hYMGDDANcGKU40fP56OHTsSHBxMVFQUQ4YMYdu2bSX2ycnJYfTo0URGRhIUFMSwYcNITEx0UcTiTGX5/Hv16nXC7/+dd97poohFfXLPo/64Z1F/3LOpT+651Cf3XJXVH1cCvRJ89913PPDAAzzzzDOsXbuWNm3a0L9/f5KSklwdmlSCFi1acPDgwaLH0qVLXR2SVJDMzEzatGnD+++/X+rzr776Ku+88w4fffQRK1euJDAwkP79+5OTk1PJkYqzne6zBxgwYECJvwWTJ0+uxAiloixevJjRo0ezYsUK5s6dS35+PhdffDGZmZlF+9x///38/PPPTJ06lcWLFxMfH8/QoUNdGLU4S1k+f4DbbrutxO//q6++6qKIPZv65J5L/XHPof64Z1Of3HOpT+65Kq0/bkiF69SpkzF69OiidbvdbsTGxhrjx493YVRSGZ555hmjTZs2rg5DXAAwZsyYUbTucDiMmJgY47XXXivalpKSYvj6+hqTJ092QYRSUf772RuGYYwcOdK4/PLLXRKPVK6kpCQDMBYvXmwYhvl77u3tbUydOrVon7///tsAjLi4OFeFKRXkv5+/YRjGhRdeaIwdO9Z1QUkR9ck9k/rjnkv9cc+mPrlnU5/cc1VUf1wj0CtYXl4ea9asoV+/fkXbrFYr/fr1Iy4uzoWRSWX5999/iY2NpVGjRlx//fXs3bvX1SGJC+zatYuEhIQSfwtCQ0Pp3Lmz/hZ4iEWLFhEVFUWzZs246667OHLkiKtDkgqQmpoKQEREBABr1qwhPz+/xO9+8+bNqVevnn73q6H/fv7HfPvtt9SoUYOWLVsybtw4srKyXBGeR1Of3LOpPy6g/riY1Cf3DOqTe66K6o97OS1CKdXhw4ex2+1ER0eX2B4dHc3WrVtdFJVUls6dOzNx4kSaNWvGwYMHee655+jRowebNm0iODjY1eFJJUpISAAo9W/Bseek+howYABDhw6lYcOG7Nixg8cff5yBAwcSFxeHzWZzdXjiJA6Hg/vuu4/u3bvTsmVLwPzd9/HxISwsrMS++t2vfkr7/AGuu+466tevT2xsLBs2bODRRx9l27ZtTJ8+3YXReh71yT2X+uNyjPrjoj65Z1Cf3HNVZH9cCXSRCjRw4MCi5datW9O5c2fq16/P999/zy233OLCyESkMl1zzTVFy61ataJ169Y0btyYRYsW0bdvXxdGJs40evRoNm3apNq6Hupkn//tt99etNyqVStq1apF37592bFjB40bN67sMEU8jvrjInKM+uSeQX1yz1WR/XGVcKlgNWrUwGaznTCzb2JiIjExMS6KSlwlLCyMc845h+3bt7s6FKlkx37f9bdAABo1akSNGjX0t6AaGTNmDLNmzWLhwoXUqVOnaHtMTAx5eXmkpKSU2F+/+9XLyT7/0nTu3BlAv/+VTH1yOUb9cc+l/rj8l/rk1Y/65J6rovvjSqBXMB8fH9q3b8/8+fOLtjkcDubPn0/Xrl1dGJm4QkZGBjt27KBWrVquDkUqWcOGDYmJiSnxtyAtLY2VK1fqb4EH2r9/P0eOHNHfgmrAMAzGjBnDjBkzWLBgAQ0bNizxfPv27fH29i7xu79t2zb27t2r3/1q4HSff2nWrVsHoN//SqY+uRyj/rjnUn9c/kt98upDfXLPVVn9cZVwqQQPPPAAI0eOpEOHDnTq1Im3336bzMxMbrrpJleHJhXsoYceYvDgwdSvX5/4+HieeeYZbDYb1157ratDkwqQkZFR4grmrl27WLduHREREdSrV4/77ruPF198kaZNm9KwYUOeeuopYmNjGTJkiOuCFqc41WcfERHBc889x7Bhw4iJiWHHjh088sgjNGnShP79+7swanGG0aNHM2nSJH788UeCg4OLaiiGhobi7+9PaGgot9xyCw888AARERGEhIRwzz330LVrV7p06eLi6OVsne7z37FjB5MmTeKSSy4hMjKSDRs2cP/999OzZ09at27t4ug9j/rknkn9cc+i/rhnU5/cc6lP7rkqrT9uSKV49913jXr16hk+Pj5Gp06djBUrVrg6JKkEV199tVGrVi3Dx8fHqF27tnH11Vcb27dvd3VYUkEWLlxoACc8Ro4caRiGYTgcDuOpp54yoqOjDV9fX6Nv377Gtm3bXBu0OMWpPvusrCzj4osvNmrWrGl4e3sb9evXN2677TYjISHB1WGLE5T2uQPGhAkTivbJzs427r77biM8PNwICAgwrrjiCuPgwYOuC1qc5nSf/969e42ePXsaERERhq+vr9GkSRPj4YcfNlJTU10buAdTn9zzqD/uWdQf92zqk3su9ck9V2X1xy2FJxMRERERERERERERkeOoBrqIiIiIiIiIiIiISCmUQBcRERERERERERERKYUS6CIiIiIiIiIiIiIipVACXURERERERERERESkFEqgi4iIiIiIiIiIiIiUQgl0EREREREREREREZFSKIEuIiIiIiIiIiIiIlIKJdBFREREREREREREREqhBLqIiFQ4i8XCzJkzXR2GiIiIiIjHUp9cRKR8lEAXEanmRo0ahcViOeExYMAAV4cmIiIiIuIR1CcXEXFfXq4OQEREKt6AAQOYMGFCiW2+vr4uikZERERExPOoTy4i4p40Al1ExAP4+voSExNT4hEeHg6Yt3J++OGHDBw4EH9/fxo1asS0adNKHL9x40b69OmDv78/kZGR3H777WRkZJTY54svvqBFixb4+vpSq1YtxowZU+L5w4cPc8UVVxAQEEDTpk356aefKvZFi4iIiIhUIeqTi4i4JyXQRUSEp556imHDhrF+/Xquv/56rrnmGv7++28AMjMz6d+/P+Hh4axatYqpU6cyb968Ep3xDz/8kNGjR3P77bezceNGfvrpJ5o0aVLiHM899xxXXXUVGzZs4JJLLuH6668nOTm5Ul+niIiIiEhVpT65iEjVZDEMw3B1ECIiUnFGjRrFN998g5+fX4ntjz/+OI8//jgWi4U777yTDz/8sOi5Ll260K5dOz744AM+/fRTHn30Ufbt20dgYCAAs2fPZvDgwcTHxxMdHU3t2rW56aabePHFF0uNwWKx8OSTT/LCCy8A5heAoKAgfv31V9V9FBEREZFqT31yERH3pRroIiIeoHfv3iU64wARERFFy127di3xXNeuXVm3bh0Af//9N23atCnqqAN0794dh8PBtm3bsFgsxMfH07dv31PG0Lp166LlwMBAQkJCSEpKKu9LEhERERFxK+qTi4i4JyXQRUQ8QGBg4Am3bzqLv79/mfbz9vYusW6xWHA4HBURkoiIiIhIlaM+uYiIe1INdBERYcWKFSesn3vuuQCce+65rF+/nszMzKLnly1bhtVqpVmzZgQHB9OgQQPmz59fqTGLiIiIiFQn6pOLiFRNGoEuIuIBcnNzSUhIKLHNy8uLGjVqADB16lQ6dOjABRdcwLfffsuff/7J559/DsD111/PM888w8iRI3n22Wc5dOgQ99xzDzfeeCPR0dEAPPvss9x5551ERUUxcOBA0tPTWbZsGffcc0/lvlARERERkSpKfXIREfekBLqIiAf47bffqFWrVoltzZo1Y+vWrQA899xzTJkyhbvvvptatWoxefJkzjvvPAACAgKYM2cOY8eOpWPHjgQEBDBs2DDefPPNorZGjhxJTk4Ob731Fg899BA1atRg+PDhlfcCRURERESqOPXJRUTck8UwDMPVQYiIiOtYLBZmzJjBkCFDXB2KiIiIiIhHUp9cRKTqUg10EREREREREREREZFSKIEuIiIiIiIiIiIiIlIKlXARERERERERERERESmFRqCLiIiIiIiIiIiIiJRCCXQRERERERERERERkVIogS4iIiIiIiIiIiIiUgol0EVERERERERERERESqEEuoiIiIiIiIiIiIhIKZRAFxEREREREREREREphRLoIiIiIiIiIiIiIiKlUAJdRERERERERERERKQUSqCLiIiIiIiIiIiIiJTi/wEGwCx6hPVKZAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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